{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-title"
    ]
   },
   "source": [
    "# k-Nearest Neighbor (kNN) exercise\n",
    "\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
    "\n",
    "The kNN classifier consists of two stages:\n",
    "\n",
    "- During training, the classifier takes the training data and simply remembers it\n",
    "- During testing, kNN classifies every test image by comparing to all training images and transfering the labels of the k most similar training examples\n",
    "- The value of k is cross-validated\n",
    "\n",
    "In this exercise you will implement these steps and understand the basic Image Classification pipeline, cross-validation, and gain proficiency in writing efficient, vectorized code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "# Run some setup code for this notebook.\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# This is a bit of magic to make matplotlib figures appear inline in the notebook\n",
    "# rather than in a new window.\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# Some more magic so that the notebook will reload external python modules;\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape:  (50000, 32, 32, 3)\n",
      "Training labels shape:  (50000,)\n",
      "Test data shape:  (10000, 32, 32, 3)\n",
      "Test labels shape:  (10000,)\n"
     ]
    }
   ],
   "source": [
    "# Load the raw CIFAR-10 data.\n",
    "cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "\n",
    "# Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n",
    "try:\n",
    "   del X_train, y_train\n",
    "   del X_test, y_test\n",
    "   print('Clear previously loaded data.')\n",
    "except:\n",
    "   pass\n",
    "\n",
    "X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "\n",
    "# As a sanity check, we print out the size of the training and test data.\n",
    "print('Training data shape: ', X_train.shape)\n",
    "print('Training labels shape: ', y_train.shape)\n",
    "print('Test data shape: ', X_test.shape)\n",
    "print('Test labels shape: ', y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x576 with 80 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize some examples from the dataset.\n",
    "# We show a few examples of training images from each class.\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "num_classes = len(classes)\n",
    "samples_per_class = 8\n",
    "for y, cls in enumerate(classes):\n",
    "    idxs = np.flatnonzero(y_train == y)\n",
    "    idxs = np.random.choice(idxs, samples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt_idx = i * num_classes + y + 1\n",
    "        plt.subplot(samples_per_class, num_classes, plt_idx)\n",
    "        plt.imshow(X_train[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5000, 3072) (500, 3072)\n"
     ]
    }
   ],
   "source": [
    "# Subsample the data for more efficient code execution in this exercise\n",
    "num_training = 5000\n",
    "mask = list(range(num_training))\n",
    "X_train = X_train[mask]\n",
    "y_train = y_train[mask]\n",
    "\n",
    "num_test = 500\n",
    "mask = list(range(num_test))\n",
    "X_test = X_test[mask]\n",
    "y_test = y_test[mask]\n",
    "\n",
    "# Reshape the image data into rows\n",
    "X_train = np.reshape(X_train, (X_train.shape[0], -1))\n",
    "X_test = np.reshape(X_test, (X_test.shape[0], -1))\n",
    "print(X_train.shape, X_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "from cs231n.classifiers import KNearestNeighbor\n",
    "\n",
    "# Create a kNN classifier instance. \n",
    "# Remember that training a kNN classifier is a noop: \n",
    "# the Classifier simply remembers the data and does no further processing \n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We would now like to classify the test data with the kNN classifier. Recall that we can break down this process into two steps: \n",
    "\n",
    "1. First we must compute the distances between all test examples and all train examples. \n",
    "2. Given these distances, for each test example we find the k nearest examples and have them vote for the label\n",
    "\n",
    "Lets begin with computing the distance matrix between all training and test examples. For example, if there are **Ntr** training examples and **Nte** test examples, this stage should result in a **Nte x Ntr** matrix where each element (i,j) is the distance between the i-th test and j-th train example.\n",
    "\n",
    "**Note: For the three distance computations that we require you to implement in this notebook, you may not use the np.linalg.norm() function that numpy provides.**\n",
    "\n",
    "First, open `cs231n/classifiers/k_nearest_neighbor.py` and implement the function `compute_distances_two_loops` that uses a (very inefficient) double loop over all pairs of (test, train) examples and computes the distance matrix one element at a time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(500, 5000)\n"
     ]
    }
   ],
   "source": [
    "# Open cs231n/classifiers/k_nearest_neighbor.py and implement\n",
    "# compute_distances_two_loops.\n",
    "\n",
    "# Test your implementation:\n",
    "dists = classifier.compute_distances_two_loops(X_test)\n",
    "print(dists.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can visualize the distance matrix: each row is a single test example and\n",
    "# its distances to training examples\n",
    "plt.imshow(dists, interpolation='none')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fXHZO+71y6KiKwVbWNC0vvh41nAxtj3MBB6I6VY0kNfyc3X0CXR3aG0cJZy6Gdjzn+UX/cC/r8Az7QwjBa0ZVViiuwsaAyZTXD5mkHdsKNZijmwcRjxH123g0xh5leUbJDFKG+7RVDEvxFrZpeC7m4xEEOc9nDx+gJbh8MtuDpGxCYxoYtz0dAjwTnzNo+wYZPIyNGFDogys2/haf+mv4S9h0qIbU+sA/etap6T8Xn+kYPWtCWcSKYlpGI6a61+uS1wipASnDOqKVZsf84OAAh/vBGbfG48bxXQBAW12groOjWpbnUC5cP8okVEe3+xqgmM72qkRTh/d28vFjVBSKMc0zGNobHt6/z+/59mtHeOXmja3aB4SQjo7GlELy3BrGgJZNxRlDkVAw5Hh456BUHwOTyS7+R6M789Z1DUntOjg4CJmSoZG8RiulewAiilEW4SAyGo3YWfLGQIvBQdQOidIXmxYSknheoRVnacEbXpedc3y4dNZyrJG3YCpNDuJ2vOv3QgAMpkRxBNtq/t3Ohg6Mc32MkzFmEBajeT921nEYymfZjtLa2c52trOd7Wxnn3t7IcIjADhyO8uixM0bRwDCqabLgkjTGHEcvN3VquAThrOeve841lgXwcNVWiAjmPji4pQPHmmasecLOEwp80sIgZICUpdZilgGz+785Cl7vmk2QlWGQLAoiple2caG2U9JkrBHqXQfPKUHtJTW+pnTF//1TCYXnTzUgMoZaoxAwHfBpugDht0gUHkjGw498iOlhMT23rozrg/6hOeg2/bqKcQqnJyMa3D6JEC/l5drOPK0Z/MbyEfhVDw6mENrOrVkY3SCKFZ6zpbRzkDR2LBVgbqmINFkBpkGajNkSBFd5CVA1ysYKNJcEk5y4OF1VqzW3GdRHEES7QYpOUvLG8vPKJVEB9I9fnyGf/p//jYA4Etf/gXsHwatkMdPFnj1VjhtOuf7U4qKgUHQN6MrUkEpx593yWGNMYhkD+kKOg0qqWDr7WlJQA30fAS68FXpJHo5DNtfISUsUW8y05gdBPh7Ok2g8/B5nrYYEUI10gk+WRBt1w4CEF1PuxjhGRFUvldxskPdpsEBSwi/NTLQf6c//XY0YlkWyCNKeqhqtBR4mo8nUATT53HEyQUbcLkD0PWDPsCrrxBFjAiGKBbTGjQdmrReQhNkXxUrPH58DwCwXK4wOQrrn3MOGCwxw9+7ztwg+cCFBj/3umGwMX8Xg8xB9FkxQ8QPg/SqT92ZKeWBPZNQ45/5p09/+mKTysDQfI51BDjKApQV0x9Se0RRQDa0FKhNWLtN28BRdu6jRxcY074ynyUwdaDGnGlgCDWqSuDqMmT21s0KKUivptUwLSHOkHj1lTCn40Ti9CRQo1VR4sMf/xQA8OTBfSzP3wQA/Kv/2vVtzPKc38/V1RW/wrIseQzm09HGet2tT60xjEQKIVhjx9me+kmSlDV8rLW8P61Xa6RJQCWjOOb5oXSE6Tz0s/cOjtkF9JlZreC9fBtTeqBJF0cchAykWBcUpL0uBugjkKehLd5KRvkDnd8FNlt04fjSOkS03ysPptYhBTxTV+CwGGNCIhQQkKEuAQXew3fPJnBt0PIL/7UsS34Js9kUDWX61FXJN5ZKMP82fDnee05Fr+o1U2DHx8eczbVYXOIGOVFVVTKEPR6POZ4H6Bsxn82gaeGr6hpFEe7TtC1K4nLn8/lLwejG96J/QveweBLpno5xBt2kH6bH2VbB027TmgogHlhFklMzpZUbzlJH2xnXL15iQB065/oXKAU7Kq01DB9a7zZifq4zJQt2kLwHJHHj3tc4nod39NqdL+Cjn4ZrTp8+xrIiOQK5hm/D55cffgjvwjs6un0HN94Mk6xWMUPXkWjhadFyyzM8un8/XJMfYP76WwCAOE95omgRwdMCKaRB1C2KUvLn11nYAPs4kwkJWAolUSwCFVK2BTuYcayR+TCOGvMI3/qDPwEA/Pbv/C7HRn35rdvshCopoROC4LWH79JHvIfvUqQ3YjP6fcw7xzx60wpEFCcjhXqp7Bcv5GBzlCw6J4TsuXPfx08562DomnQ+QjILm4eOJFrOSKnhqzAv29UVKGkljE1FMRNCokOZvWt471NDKhI9ryaEH2T7vZyzE74SvmNMn4VSVSXilEQ66wadx55nU0hyeCLpWcStNbZ3Dp1goUJnLbwkakF6CHKuldRMA8RKwtH7Ojs5xcdEoWfjnNcki94FCKm527fP+V6IcsD+fWrNejbVvPtswwEanHmeR5OJDYJrMwisGzMSnjPFvOgz70Jo2Gd4Qi8wrR1s22W9JpAq9Nkon0F0gXsqhiNaqmkd06TT6RSvvXILALA4eR8PfvwuAKCcT5HQ5ti0JVoZ1qaqAsqiy9KTyMdEM8Wyd7riDEvaG1TrkFAK+a3jG6iJ1r5cFLh372K7BiLEiHVxjUFssI9X6fawbJKzKKYQDl724oTDmM6CBHOV3qRyujnU1i2lqQOr1QpZN05b3+8HziDJwljWSuP0/JL62SGldSuJInYktjEVK0S6i9mVvL4LGSFJQyhJ29YsIOu9HTjpfXyf92BgIkoEBMmpJNbhxl54F9AZHpyENhrfZyKGLGU6ACnFIQnOOUSDzCxH7YqTZJeltbOd7WxnO9vZznb2QneobVs+1XjvcfI0wIGTyQg3b94EEE5il5fhlCiFZuHBYbDm6enpRtBvF1k/LNnQDrKr1uuCTy9JEg+yunKkWfBwl+sS9+n0dXB4iIjQpPBM26MfrW0gXZcxUPMzxLFiITPhh2JIFpcXwYP+6CePMZuFzI2brx0ioSDXJIsBgt1jFfViZ0JwNoUdYOLGmF7YyXuAvNQWjgP6IgH4LlOosXiJmGVo0fCJx1oD5cP9s1jh5968DSBkG9RHwXPfTyusCeFpfAKhA5Lz5N4FmiqgarfSCq9k4e9VW6AlLRvlDFaLMwBA6kpYHa5ZtxbmnKT8zyWm+yEzyqi0h0uFRaPCfWIPGF9t1b62tei01duiQRKH7+lIwzcdtK2gugw8rTDWYbx86edew7vvBirvxz99hITG0eWqQFmF/s6TPhshiiN0JR6MbTkIUg1pFPRgTKT6MhYwDp5OfVa5gaz89SZlf8T2vg/O894xcuUBtESTtcYjpmyWqmhgHQXgRxqKsusiHaOmudIUHlKGueUEGGX0EgM5eAzEGAdIwgA8CMgcFyV4KfQD6MUwm7ZlIbnWNDAijMHJ3hTJJDxnpFSPfgBAV2aiKtD6PvA/dp0UvuizsUQNTyfP2veaL8K7nsY3DmvK/pvnI6apnXegKUTvevvJKMQgq+5FqU8DVIfjRYXgk/9GyLgH0xge/SlWDAfiMH4ZLH9GCQR9htew5MRLvjoAQCwKKEGZfFEKT+8t1wJ1FdDWVXGFhta/KNrDJA2IbJpnHDz8ePoxbENP0Fo46nDTAC3NPyk8ZqMwlr2LkDo69ZsKbQdXqhRnRHtlSuArXwyB0Hdv30RL1EwpIiDtGYXrzDnHKE3QZSPkOIoZrbo4O+d9KEtSxLT/pUkGTTRN09ScGOOd471WaI2G1p7aOlS0p85mM7REdRVVyQzKJMt5DLbWcCB/LT0aKvuURw5ttWUSCMLaqShZRQwyeOEFfx60srrkgBaRCAibMwLW13QfgTTrkjZaRDT/Ui/xxqshVCIf72O1+hgAsDSOs8zgHGtxeeOhZV9ehMNHlNxAW69t14v+8dkYki6mYrXsU7D39vZwcRFSXqu64h81xvBGH8cxQ01BSbOfSqxObMxASdjg3r3gzHzhC1/ga5brAkkWJlDTPkZMAydLIkQEVRZlyRDXNuZ9Dydb67i9dd0gYeFFwbBc2xrcvx/Esa6ulnjyNLS9NEv8/C8Fysa0LSJB2TvwXDMr3In+thZVXXEfxETVuQGQ3DRNL9AngI1YoM+oo/M8K9YVR/db79A2wUEd1Ssc7n8htMs6FKvApSsrMCZhraLxaG14zoN5hoiyCvb3RvB1gIFVWaNLYtbeY7UMDoScZHj1zQBRq2iC778f6K3vvfNTfPlXvgkAuPP2V9GYrl0GliDMsm5gzXYbydnZKceRKa1h2/BcSRIPuN4+Tsq2PZccAzjYC/EtaXrJE2y5brFckbhVrFkYC+jvY6xhUb40jgYeQB9HEZLEiO6xos9qMG5jXFxnxhkW2gR6wS8IPxi/wOPHp+F3VYwx0XZRpHBjHuIY9sZTXJyE/rlYreGIFy/qCiXt+jpTXbb9p9RUN2J0qF0hZb77W/Dm+6kvXGPD3yqKFVpKgTem5azNo1s3WS1XwLHSdWMb+K6GUF2gBtWs8w51lw4tFb9fpSSk76QaBFrzaWoySiMc3AgbcJJmA7mFXkzSDmQYtjEFVoXYmMKDYRLCatix3Myocs/hlrzonZwh7RUc0efTUr3j9Ez6+cbFn44jus60tJAUZ9k6hxWpgJbVCnB0GBYCJaWrN2UMacPc/ejeT/HD7/7fAIA0Sdgxt84xrVNWNcd6jiYJS2sIn6Mtw/xoTIvJJDgP48kMkzjE4t24eQM3boTYUB1JGDqkzaYzLJrtnQFj243YzTGplSMf8f63Wq+ZOo6iCCm1xVuPmhyPsqkwT4IKtGhbgNYYneRoJdV2SxJOwS6rqhfDTRMeC6aukJITYoTrM1OF5OoFcK6vL7eNSc3SAcZ7PhC0xvDY17qn5aMoRqxIDV32BxelLLwPz6BchX2qI5bKBDG1UZoVNGVJilZxXFPT9hmTkdIQrg93GFrni7TOXpuhvaO0drazne1sZzvb2efeXiw8aPogZOccJpNwEo4ixXBdURSMTqxXV4zkDKul53nOQctDDRtjKr5PXddMCzjn8OUvf5nvc3oaTq2TyRQpedPz2QwxnZC97SvEWrupk3O9SRjT1eFSG0hOXfaUSgcfxnGML3/5KwCA763eQdOSzPnlFR+RjOurwFvh0DZdhpraQLRa8uilkmhMR0X0mh7eC4ZIg4BTX8G6fQkpdKXGUKSBEQsBuHDCuDh9hKIKqNTs8BXYKJyEfvyTe3j1KJw84iTiEhj5dN7TBq1DS8Hnoq0x6vpHK0Qd/ZJmOH4zIEiZSvDoSfD0dWPx8U8+AgDceevrrKcEeFSdUJatsK1OljEWNAS5Pk74vEcNxYADaIq+TpezLlBi9N2Ixq/1GotV+MLtw4hRw7Zp+NDsbF/xXsBzPR4PAYpjhPWWEQ/pwTUDhACS7ZXe4YBe98gowFMdoEiGmmUAbAs0Ff2A9kAT2n68dxvFk/DO/fkaMZ1455lEawhFcX22CYQblBx5VkvHP/P/EVCmgf5Fn2klXgodGP7WUD4ekBiRcBt8T1lXvkZLkP16dYn1WaBSpfCQJNnvIglN9GUiY0S+E6TzsEWXsaUYpm+9g6MX3JgaSdqXlWFxTYAFD+UzwepbtZP/8hufMWs56LQwbPusmyGSM6zpxhx3gII/faNP/Vf3WU9eDVHk6773WWaNRUsZUk5ZgDR5bBSjLcL8l1pyvcPISTz4+CMAwHd/7/cgKeHBRhZJ0tWZ8pyRZK1l5E9Ig4ODQI1LxKhIh0eMRoyeHc9n2Lsbwg4eLa/w6GkIR7hxfICW3uGTk/soXmI9tcZy6SClFIdxjMdjHr/T2ZRLPFxdXXEYh1COswadmOLjh6FPDmcpFA214vICjtaVOEm47ZfrFfbmYV3WSvP8KNuaUcN1W+FyHe7pBiK5xjXQ8fYlUKz3HHzuB7SndZ5pYSn7ESyE5PJFsUqQ0/wz7SrwkACyRGJKWaGH8xtAh/KtFrhNGn/FkzUsutCQjAUMtdTc50NUdVhyyTt3LaL84rR0AV744jTlxSVJEt64q6pCSR0/nU43ivzVRNlcLZbsMGRZjtPTEAsUxynHQwzF95qmwZ07d/jz2WxKTyRRd6l4wvNEieKIU9bMMzTcdRZqIREM5kW3j8ADvPmFLKpOadKwKNRbb72Jd975AABweLTf1/5REt4OOr4TJ9QRbDdxnWcFW4d+EW9b0z+/kAPcW/DG3LYWpnmJABClmWe2PnDZAHD31ZtoaWd+74OP8bOngWO/d9Xi8vIjuuYIehQmyt5oD67s+dWW3m8sJSRRYEJHiLLgwOTxBAlN7qRLf/8AACAASURBVOk4x+07YeHZOxzj3lmgve49+gQ3br9JLexjFJzr6yRdZyHTr9+gGYoXff0syv0HAHjj+J1Y43G1CBPvq1/9Kia0sQoVQWUB/l7XLVJyGJ3p00dD3Rdyrp2H6jKwIg1Di4JrbU9VaIWWRLuE84hfYp9sDGBInCvW+xjnIbvx4uoJmoqyMqzBiOpkwTqszsPC1+YGxweB0kqSCSuoVk2BqqbFsbiAIcoBLsDYQFjQOYtR9IE7cpBBaOEGc05tF6PyHBsKtxljWY4iTjKmLi4uznm6lssSH30YUouXF0+xPwrv6/BgjvFe+Dsa55xij7angsvFCqdPwjq0qFvEnRp8rBGPwxi4Wq+wXIaDmhiPEbWUBRRFfZyMkkwXb9XGF6xNPNU90PXdwEeGAzg7r3eDQPFU3Zj3G92/kafVeep+EMMj+AcDZTbgtzbKmW65poZ1vEtnjiHSsHaLWKKluA5rSs6ue/roKX703jvhy9YjIQeprlqsC1JdjiI05FQUxRoQ3UEx7R2h1iOn32qNxGRE4Q6jBJckvbF/eAP7RyFm0QqLP/jO74b7RAYp0aTbWBTHmEzCGrdYLNhTDTUOHV/TFZX13jPtEkUSjg4iv/Nbv4dPHoUx+Etffwt/8dd+nvqwQUrimo01WJEDUxQFEjrZqaHDUxQ9pawV9EDQr6OHNORGnOF15oWEsV2WmeR9wliDiO4phOA4XedayO792hKa4rgiWSONQp8c5CnyOLTr448fY70Oe8Bf+HPfxCvHYX3S+Snee/BRaLv3HDsJ7wbhHX1W80a9LaC//jNsR2ntbGc729nOdrazz729uFq6VozSNE3VB46VfYXx8XjcV0z1wJMnoaLw4dE+4qSTs3dYk7d7cXmBnLzpg4N91uRROubTz8n5GZZU8fxg7wBaBrhrXZRc3qJta5xRXRxjLcPQXni0dnt40tk+w8Z7gdUqtLEpS8zIiw8VWTVf37mJcRzhiHSEpPQwhMA49H/LAcS2LgtU1IdS9ZHvARLtT1mW0Z7+RCpljzJZa7ki8TZmfS8Q5T3Y4z4+OsLJeUB1fvp0hYjg0r27r+PBe98DAIgnj/BzXwhoWyQFHAnnrVdL+A6D12MWjvJCwXe6SVkGbTstlQUaR7ViYolIh+9ePL6PW6+9GtrbGKaIdNRAiO0Qnnyc93XJnOeqwE5YPslKDE4CxnPgXW0NZzh885vfhCfa4sH9R2hNOL1crBrcyPtq8EJ3dZrkoH6Wg1KUvSAVn6aVDDovAAKiN4gofTkqRAE+zJs0ugnhwjzIUqATQqxWp9Bc/63GPiGjX3r7dcxGIfj20fkSlk7XDgpLQre8tFz3yDSApXsOS68IIfr6QFL2AbRuGFBvByjEy5kbJA0o1evbeGdRlLROyAiLZTjxVss1VlRb7+rkDPuUaSMhuLJ8BIFR9/wWsDRv1lcrPH0Y1qp7T59iRQkZ8+Mj7N8OSGQLx+UBvNhEO3qxs5csn4G+r8RQG0c8C6IMs7E+jeqETCvBz7YhVDgANYdoJ+t+yU0UdMiAye49Dq5/mVEqpIYjdNtbC0WURGwFtKDEkrrE4wchKeXHP3qMxWlYx9uqRkPZoUp45IS2WttCUyDu8c0byEdd2RuNogj702KxxCs3A7316u3bIH0+5HtT3JiEufLq619CQVmMv/+tf45lEda+w6MRrNlO5BQIIRpdHau6qgN1h836jk3T9GNnQLtE8Rgf3wtJL04n+Gu//tdDv7k1LijsYy9XWNO4NtYhpvVpFCe87o/GMQczh8rmFOQc9+VfLDyibu1pTV/9fBsTEl26lwfQgZhaRzzulFIstNg0Dqagen2+RkKZWVlkMUnD33dv3sR0FkIcvvXtfwZrQ3uPDl/F4fQNAMC6SfHOJz8LbQdluYJAvQHN3mmbhf7uqd3r1tQXOjxJEmG9XvJ/D6OjhxzaU0pXBwTyERX2cwZnZyH25vLqqhea0wrTaXAkpJIsGAjR33+5WuGnPwuNzr+acX2NOOrrZsRRjBs3Qmr8u++9i5R+dyhYuI3VdYOyDIN9WBcsTUfoAr6N8ShJyVlrjYzqqIxGIyRpWHyNbzhmqbUGxvQZah3MWRQFL5SRiPoUUO/R0As0bcvwpxQKbRevULUbNXXcyzBasmbHqWlMyAgAYHTEkOqHp5c4uPMaAGD/zh3UtAAs7r2PMa0eUgq0BLAXdQnV1S6KBBylga7WZcjIAABZo6VaLidPT3BJgliT+Q0UFW26V5eQhlRUnQUrCEsDv6XDY41hjWGlJeJJeD9etzxTpdOQLS1GVQ3Tpa1KhxlnaaX4+i/8AgDgwauP8LOffhj64PIES02imDE2Jp7jrCuLpu6eoVfm9t7D0zsUVgADKLZtt3+JTWMwIcpmPpvBu/BOEj+DtZQFMdrHjKBwtAUmSRcD0+JyEeZi3baIEioe2jQoSQlb6qinRbxn+NgMaEWpVJ+u7vtNU2KgFO7QO+lbty7YUOhOa83xgM5UuDgP4/TW7dehaIwI0+JrFOuHt3+OZSTiRCMjGlZrBUk8TWsMako3sWmG9EZwbG5nOWRX7yxLYKNOcE3ARqH9o8m4jw30PtCiACB7xelt7Nksq42s8eeFSg0+l4PPnXdY0YYthEA+mnWP1gtmiv7+g0Q6DHv6U+vIMDSr+65Hz4FdY1olsDSufdMgAh2YywqPH4Yx+NHHP2OqcHXWYH0eNspI9qKMSjnsTcM7vLxaoRuFb7/9JnQc5tD5xQkiQ0KxicQ3fvmXAYSMxtYHx2B6fIgbx+E9/+yje/j2t/8wfPfyEUZjEp60nkUCt7GmaXBCis1SCabVhOz7PoojlqyQA3HQk4dPkFAW25//1a/h9t1A5fzSN38F3/v9fwIAuHryIXKKt4lki5r2HjgJRZ+3rUGekbJ4HHOYRWsMFI3l1lqOH9VKoa22d+qMdRuUJseP6qHshEBLbffOcEzO/kxjTn07TXJExEEfTPcxJSX7f/mv/FWMJuH++4d3sEcU/et3Y+Q/+C4AYLVecFFU6RWvSUorXhu01ixrYkx7bRjEjtLa2c52trOd7Wxnn3t7IcKzv7/PwcMnJyc4oywIoEd4jDFc4iHPR8hID+fs7BRrOoFI6Zk2mM2nrA1xdna64VkPszs++CAEA88nU9x5NSAPSkocHQSxIm8dw3vT8QQlVV1PBoHT25gQEnHcy1Sz8GAUMyxuWsv6OQJyQC318vdR0mcHxXGCrj4UvGCtkDwf8cnfWYc1ee5xFKErwySlHsBygiuVG2M50j+KopcSO2sqw5loxlh8sginE3swQwk6CedzlF1pAe8wPQw008RbJHR6jCMFSXL8TVVDVARXqwSW+ufJ2QkePH4AALh9PENzFfrwbHGF5Tqc9vaPbqKgDJn11QpLqoTt44RreBnbclDsddYaw9lZUqtBUHEMQxlpxresWe4VmIrKswTHNwIUXtcVJtOAovzr/9Kv4/HjpwCAP/rWt/DDPw71toSqmTYS6BEeIfogXmdtr9VjDNf1SaMYuiMarEfTFdzawrw3KCpCUkUNQcHgVbFGx24ezG9hnAf0VJkSkzS80MXa8CkUQqMhuPziYgVLgbjT/RnWdTh1F81Vnxnk/aBCVy9nr7yA7OqhQfYB4dYzNxNQhe3xD+89l6lRSjNcvm56fS8hBZf2uLy44DplN46PMaFg4zhSXJakWK9Q0xhwHgDdM8v3cDwLfbU8PcdqFcZg7QxU1NU769sFDGvZCZ5/zrlNuutaEwN8xW+gtpvoSn/Pjjn2QnBgc6Ri3L8K6/EH936EuzfuAgBuHtxCMqIkD6UHaTSDIGS/8QT9jwa+rf9PP4CHtqRflRaIaS00jcdPfvQjAMD7P/oARUnBt+WS212V4BAHb2oOOr1xOIWzXa0ohRtHgZI9PT1FnFAWT5oBVKl+f76PmOjWcTpGSjo8OlH44IPAFvzBP/821hQqkeUx66xpIeDFdu0DgOVyyXRSHEc9oqZiVKSxI1Uv2AkEnRogJG+88lpYT8+WNdM9lxcrnF12mcYRIhJalLCI4rCnOng0dEspQtIEEMq81BRCUTYVfNvDhp1+WDKdInuJ7GXnexahaftgbIUexSqaAqMkfL6XOkwoUeB4L0cSh8+noxmk7TIs50iJovqzv/oNjCk8xTmHaLwPABjrGFlCwqLLFaO5EHIjK7FbG7TWzBIJ7ziI+rPshQ7PYrHgwfiNb3wDP/jBDwAA9+7dw+Fh2CTKsmQIbTTKmAI7O3uK8WREn+d9ut5kjCtacIuiYGhqvVphNO4KhoIFk9555x3klOE1zse8/qRxzAX/jg4PcXpOgmtS4dbxzRc2emhSSs4gs9ZuFCDslpzVahXSzgHcuXOXnZ/WeJxfBP759TfvMHzoYJBR+rx1hnFjD3CW2VBl2jnHfeg9mA7TscYQL+8WibZtUay2UyEGgPn8CBdngU4SWuCsDhvnvfMC0/2wkIwzxdrPHgKiU9PM9nC6oPiGSYxRQnSkV1gvyQHTAtWINvjWoCWaRHiLimDUq1WDxZrSN2/NMToPTvLJ43NeWKXQ6HK7tfCA3c6pS7IEHViplIIjnt6a4EACgGsMx/l456BpsYilwCEV3jOuwbvvfD8843iCV18NTt+f/bVvwhLt9ujDP4JDaHfbhAUJACLZ/xaEgPX9b3V7RWvNRto8tl9/AAG0VGTx/HLZx5C0wP5+eM7pfMIK30JGOO/i0ZoSTd2l+/cb97ooABLIlPEMOdHBrVuzmq0QkmMCQpZWT2V3e7JEvxi5Z+SjX8YVcK6PmTGm3UhF7uKvFlcLTPOwoY/HYxZjTMY5x1ZZa1FTbOD66gqic0SlQkxxeVAKrtM9yCKsr8ghlAJZ52gVBcsRbKS/egGt+5TplxFXHO6rG3/z/1Bsz4YfQhuqsRBPQuaSuTVlAT6fCLz/URDsG5dfQf7VX/nU/UN5o09v6uKZ/+BQBfTXe/6f662tBe7fD7FRTx6uce/jsD6enpxy/NdyuewzhmTWxyJ5z/NjPB6jogPz3Rs3MSdl9sdPTzCndO/9wyksxWuOsn12rrMsG9RkM/je90KtvIf3f4rX7wbHUEpAd5LEzkK9hMOT5zk74M4BcTTiv7uh0DQtDIUFaN2HYqSjEavnj0cpHnzyEQDgD7/7Q0xi+nJrYSl2dm+eIUqI1oksakrbr6saFT1yEsUszOmdR5KH/awsyg2ZmJcJxlqXFV/fNA0SqskF79j5LdYrNFdhX9k7SnDrlbAOzScjeEmH+ThBosMeo8SY6eUsUkiopqNMRgDd/2z1MQqqcTaJc16rnOsFfENx7n7+dYKKOkuRj1+cbbejtHa2s53tbGc729nn3l6I8FxeXlIpiOD5f/3rXwcQhJQ6D7ppmj73XXhUVfDs8lGKi4sAuR5Fx7hBEu2Xlxcs1CRlnzefZAn/7VyfrbFYLPCTH/8EQJAAZ3polKOgU1ysIxwR4nRycoJyXWzdAca0WK8Hta66IFTfIokpIC6PsXoU7rlYrvHK7UCx3fvkHuZ7IbNpPM5RUtuFUKCEBKwXa26XUgqS0AzlRF/3yLe4XAQEScgIXTXo6WTWl2Ea0CQQgusnbWPL5Rq2oxwcMD+kOmi2ReG6TA/Zi81JBUVZESKd4v6TAEvfmAKvvhKgx8YKfEgnuVvtDI5w94f3z5CrAPcmOsIl0V4//uA+MtKIGSsBkFdeVCVrhWRxPNBREKiK7QIJZaqZLosagYSCToXWQWgRgHK+Lx/g++rE3gNjgsjL1QWODr8BADg/P2exzPn8AL/4i78W+qy6xKOPvkP3tKxX03rBFb1HaQrXdPpSnk/iVVVzELoQm7Wsr7PQL0TVRVGfrWMEPKFMy9U5EiryUTctlmsqe1LWDLV7LyE6UUxbcybGyekak/BqobXirIygw6MGf/ewcjdX4PuMQzGAKl5akE+IQXkZizXN47au0DQB2cjHJ0huhvF1dHQEUFu0kBAE6y/PztCSdon2YIS1tTUWpCOlpxNoCvAWcYTJQZjHUkgYQpbKotiAzv0G3dNRUXJbtoeux3Pf+2b5js0Mvi7g1SmBp0VYjz/+4Y+xbGnNaFukEVWwzsY8h/wgpdS7gQ5PuOlzzG/8sxh8vm3i3UcfnuC9d0M4wnopIBwh5l4BFMw8y6ec9Xq17rN/I+n5RL9cLLGm8StUDM/aZ28zvWXsGiu6JstjrBZEjcsISR7W7j/9/jt4/ChkRR3uTxBRwHCa5T2CZQoIuX39Ra01I45lWUHJDp2XnKlpneiD7p2Do/W3hUW1vKI7Sdz/KGjRFE2MySFNQEQoCRm35wUO96gcQy4QUxkexBHKjq5KR7yRV20vNjgejZm9qKqKwz62sURrrClUpa5KjHJa05XA+Xmg+qurc7xxM6CteSTgSKdvlM6Rj0PoSRpPECuq0Ti/BUkioAIpQDXuYCUampff+c638PBhCImYTMZcMihJY2Z3PmsuBqHTFw/UFzo8w9o2H374Id/461//Or773RBJXZYlUspaCtHbnWpxhNmcNrjJCOfk/JRlyYsIIHnjmedzhrAjlUBTlPd6scTZefju1eUVp9bN53NUJExWFGvU1NnL1RIPHzx4YaOHFlLcwu+OxxMYymDy0sJRaq7zjgQKgXv3HuLH74fsnTzL8We++UuhJcLj4iwM5MVihTktoJDggR/pCN0yomPNE6Uq1qxWraIEHn1M0bAQKtdUKUuMJ+Ot22hNxZuu8ZYFpZwAi0mmUdrV30Tra5S0eWSwUEk36HI4opweXq1xb0H9LyVOusyMVuILNwI3W9YtHp5RtldpcXQ0or6y8KorTulZKTjSAhHVV3HOcLrndSZTCW0o4n82x3RMsRnLFepu0toKMu5UR3mfRyI0puPwO5cnD/H05BEA4Itf/gp+9tPA/T948AlefZViJG5/BZdPg9idL5+iIgppUdZI6dmzacIilFmmGXL1cGjqTjyy3arYXWdB7LOP9+Bis0pwTaDl6hQFpdJHTmBKi34WCdRxF4Om2HEuGwlLFJSOAWc7Z0xyGvAQPgbdIVwDdJupc/38eHYnfZnwFo9eRsB7cNajaRw0jYVytcDZSdgkspu3Me4UmI1FeREc1MX9EyxOw5qR5xmrJZ9fXmJNKr3x/gwjit0SoxwJFSVeLVe4ugr3WVcVorQT1FS8Nmy00vmXou1C2za8w77Bn2kd1yVw9HZQRj+wr/PnAgIf3g9jshGKx8mQbfPP/BSnqONZpqOP7nlepth19t77n+DikmIqRApDwpZtU6BTg57OpjD0AK5eIyUqMtIxpuNeqPCC3uHV/VO8GZEQX73GGX2eSAvlu1jAS3z7T8LB+Bu/8k3UJ2Etvv/R+7hzM+xD+SgOwTUIsguexm8ahxpg29pqteKYFikFmm5MxRniuKuhGMNRMdOyLDlWtXYOHasthcPxUWjv5YdP8eRhWKsO9o+Q0XisyhKrgkIBJhkOaW2zXvBanMcJK+Cn4xwFhXoopQZxZ5LVxLcxJT0MSTUcHexhTOEmy4snaFbB6R4ri72MKMhYIiNayluLRIXrszhHRlm+h0fHqKluWlFapBNajxuHf/HDPwYA/JN/8o8RUR8q3R+8vR+uMb0NqWalnl2rPm07SmtnO9vZzna2s5197u3aaukJQUrL5QLf+c63AQB/+S/9ZYwpE+r87LzPplgXnBOfj0aYzcNJv25qLnHvAa6JIQZep9QaimFihYROVuurBQyloXhpWSb+6vKKg12FjiApSHQ2n+HJ08dbd0Aca+QU5JWmGaztnmdwOrISnW8opcaD+x+F35rN8Ie/H/qkqguG4trGIqOqsKPJmNGbpqk56+qV28d48/VALc339rk2j0Mv+uYd0DYdHdIHkQkpWJxwG1OR4yPeyekT3P8kVC0XSnFMdOwVIjqB1d6iJiQtcSV+8c0Des5D/PEP3wMALKzAG78YgiPX9RorgoqPZweY7IX2rswajiDMo5uv4OggQLZtDERUayVONBqqlLsuVgOqqeJyIdeZiA0coWLj6Qg56dXcf/IU3cFNSsUnjdOrJRpCM6JsxCeuw3mMH/zwjwAAd19/A2+/FU7Tf/rOD/HTn7wPAJjO9pFMg5bExeoMUUR0nADfp20aKAoGhuora6d5jDgND9RUcVdKfSszptd2EkIQWghEUBBU9iKSgjUyTG3gKaVjkmYY6/BOTGthiTKFSlA2nQ6W40w+KNGP/Y1gXc/0ihQ9+hsCm3uEZ6gv9XLWq9SEwNA+kL9DtCIpUFJixOn5OSyd8MdRhIIECVfnC1yehlPoQl4BpAV1fnqGnDKzvBTwXdByW3O5jcvLy0ENL3CNu7KqWFLfDcrXSDwTHHyNbYijPfP6r4PjxaC2no4SDDG1L9x9O9zfeUZ4hu/i0xGrAyjtmY+e/fi5X/8MW60qrNZdCSKJlNA1l8aQNL4moxGyeXgPWdIXZHr06BQVrfXZbJ9L1GhEiFh/poWhbMJWGnhLwoN1CxriePD4A5yfBBrr9u09xHGnQVZziQQZpYgoGy+KBBK9/UusGtsjJ/CYjMMap6Xg7FwFwdRxLIFupS2qNbSkbMIsx4390MbTszUekiZalo0Rd4k6kwlqau/5ucMe7SuRElwex9iW0cckTRBTP2shYWwXyD3BpOOstzBjGkQUGhDHGhUJf9Zlgb1JeP6beznmtI7f2N9jfTrrBAyhW3UDzOdd2ZYYi0Xok9/5Z7+N+X7YV5yX+L0//N3Qn0pgfz88p1KD8a51B87BWsf9H8p2aGp7ygjbZ9kLHZ62bVnQqK5LRFH4+9333uWobaUEqzF7eBweBQGhPMv7GiBlxSmRUmmGNpXuuVkhFPJReMnL1YozuZSUSGkk56MctemE3jw0NS5LU0x12OSauh6k0V5vWZqhIUpruVggpnZJgDtSSInXXgtxO+/84H2+/uLiEo8fB+fKGMPUlVIxVgtSdF1fscMjBFDVoV0nT86gSFjvq1/7Eqq25D7EID4g4XR3z6JKSqcoiu352KZpWETRWoMxOQSQCsb1MRBjaruBQ0tpzyNR4fZxGJhPT8/xmJS0X3v9LsyI3rUxsJzjZVFQhL5d1yjr8K6z+Q1WQF6ennJf7d06xtWKipBGKY+Tpl3zYL/OimWBy4vQ3+9VJQ73g6MdpwrKdc51jpqgYeU8ZzUU6OO9rHGQLjzLD/7kD3FEhQnfeOMOriiW7ZN7n6Csun6aI4vD9eMITGPBhrgsAGgbh4goQS8Ep9pKpXkR38aqqh7INkie8EoKsFcnLFLKtDKtRUGxEePxFBHVOlutCiRRmGc+SYGCYvFs74w72cK7LuZnENfxDD/VOVebiUovX0xz857hu6PRiCUxHnxyj6nsLM+hRCcLMMhctJad2MYZxBSf0zZ14DABHOzvc+KfaVtEdDiryzXKqwt+hrijf60N30egJVgQVEqmNF5GZfnFNoiYGchjDM3Ds/RBL9FHMWkdlK8Ah/69fLYNMrA+64nE5jNtY6tVyQdRa4GYxtrZ+iEk0d6n6hRfevUWAGA6z7Fa0vzXCR4/Dpv+Rx/f6wTEcXhjxutgVbZ4424YF+XiBI9JLdtIDUvOT1Vf4vBmCCnwWmBFtL1yDpr2Ej9QyFYyh3iJMbu/f4gnT0Ici3EGSvYHWpBEYpYm/EazNOUJMpuOMZ2EZ6urFprG2vHRDJeXYQwul+eIyZHYm91kheqri1NcXYX+mc0ypNnwYEy1Leua62c5a2EpNMFGHk2zfWYvnMOIJGa8NRx3a73DPoVTvP3GXWjKkpzPZjigGKSLy3NUVPdvNJkjJ0frk6dP8b/8w98BAPzWb/0WujGvlMbrb4QMrz/za7+Cp09D365WK0jqHw0N2VVnRq+0PCzemuVpX9vwM2xHae1sZzvb2c52trPPvV1TLb2P1VdasSbPw4cPuJbIfG/O0dxHN26w6N+DBw9YkDDOokEkde9jSSFZmpp+EECgBDqEPI0ThpLPLy5QUWR6nuRYUeZJ7Sxm0/BsWZrjtVfnW3fA1fKSj0LGWljXaenYvlJ8lOOdd0Km0kcffYL5LHis1jrM0hk9uuJMGAB9tpfxPX0SRZAcme7RHWGapmXxJAuHmBCBpmo54j7LMlhLQc5VhZeId0WsMlh6jzePbuHt10NfGWNREDpnnGWosrUOp5fh3U1QICUk7ePHj5BTWRDEERaUZaZUzDV4nKpQkvd99uAM9ThUJ87356gcIT9FhSgOp5zX3n4LlmhKHSV9tWFsj36I1iGbhWcvVzXOTgOKNt+bYG9OImxJhCVp/wjn4QnhqZ3ljJGmaZHT6ykuH+EH3w/ZWOfLJxiT+OLe5BB3Xw8BzD+zNU5OQs2xSewRdxpZkYamOnJN3aAmRUdnLSydxJIEiNX2QYRxHLFYotKaRTE9PLzvEB4B3c3oRKOgqswXpUFCVK1BDEWZedY5aHqGxjYQopNrl5zZ9OwpX4r+8+4k77zlsSyEeCZQ+f8dAmKt5UDJvb09LksyHo2QEjVZVYYpJ2tbtB1amSTw1FeNaVhvR0URWAsuS9DSItM2FTyhtkppRlJt26O2znvOzFFK9YzQy7bwWRqrowX5btj4SzwbOczaR2JQXd0P9I+efRo/+FRsfPYp834QHy02Pt42TauuWhjKJMrTlGlSrTWOjwJSvFyt8O677wIAXrl7CzOq4XcQpV0iF5ROWOuoWJ2grruMPYsfkZihLS9xeBDWo8J4DrNI4xQtBbj6KIagiZmiZTE9L3uBUriYwyy2sdVqhYrWzbau+rp5qi95ELkejXNtw2KlcRwxQ6CjmJMq8lzi7bdfo/6psSZa8OnpCeZjCrpO9lDSd+89uUSeh/sf7+UcFD2suaiF6Ms1LRYcbrKNxZEe9I9HTO2SkykySihy1iEmUUQdj3F4Mzy/SEa4ov3D6xEuKdv2f/7f/yH+6R+EEJAbrx0j8QtPAQAAIABJREFUpX1uPB7j+CjsqXVTsrZSlieM7DVNw4hyXddcs3M8HmNGNQOFAO8fn2UvdHhCOh1x5KMxzqieTVnVcERh7O/vc/0sITzOOwFALTk7IkmTDZE9w8UxW4ZiF1dXGOVdccSIFywpJKds37t3HykVCCyjEhcEhcokRkT3z9MJBLbfSJzrxQaFFBw7JKRAmoSXaYxFlodrfvXXfglvvRliO05Pz/HhB/fo+Uto3beri2kQ6OMqrGl6JVkdYT4PLzlLcyyp8FpjKsQpxWfECpckeLguVuyYrdd9mvk2ZssKznZFOSXGcVd0yGJC6YbGWuZsaxNBia6QpMXZZZhkC5EARGuenp0jPQqLzXQ8hifo1McxRrTIPSk+QC3C4J2nI9SUVbdcVzg9C9lQt9/6AiztQrapeFI6X2PbraSsHKo20KdPnpzheBYWUOVbxPQe7h7fQX0z9Ovl+VPMSBhSaMk1b3C1AogCy8YjNASVFoszXJ6G572aTPDVX/gmAODP/4W/iP/rt8PvpjjrwrDgbMXUqDEWhhTCFBQg+wzF1UsUgE1kvKE0ynE10jPtrCDgOlVh6SHJ6SqbhjNG8jSFozgDZxqIrnaZj2CargBhL4oppejVwV2v1uuhmJp2gw1RDxwe69x1vMpn2nDhSrOUDwHOC6YCF8s1zJLE3byHI+XyVbVCuQxxPutiDUHjeppGEF1xVSVQUkHjxvWK6bUvOe5BKgVSl4ASgsUehVIcb+OseymPR2CQIgX0VMqnHMWO1n7+fYKQ3NBB6j2wPhZo89medy//AlKLaSwvtn6NAooPukoXkCqs6TKKcEqUTZZlkLSBlsUat24FavzwcB83bwVqw9sIjx+FAqNVccb3vDp/gtfvvAkAiKIEKxKpmx7sA7SWXZUlUspmcioKnA8A+AKeKCepIwhJa73KYP32MZHL5QJx1FFsJWLaJ2bzOQtVTsYjVDQel8sVy4gI0UIRNWOcIRoM8M5gnw5nWeZwLsL4PVkuICij9WY+xXwanJ/3PnyA85MQi/nX/sqf23CMu76aT6Ys1uekRt1sJ/MBAFpKru/Ytg3ylNSwhQpFrQGsK4MpSY0koz2saDn70UcPkMeh/2/HIzx4FJyTP/n+DzChzO29wz3ktEaO8wyegIYnj55yKMl4POEYPaUAR2vz+fk5TilTr20Ngy9KKu7/z7IdpbWzne1sZzvb2c4+93YtwtPB/XW9RtEJ60nFQaqrcoU9giTbtmapd+cs19Vyg5oxaZqirjqv1nM9EG8sl4K3reGgJINAZQFAY1pkkko2WMu6NNODfYzoxK51xJDeNhbHmk93xrSQMqPPkwHMafDzv/BFAMBkNOagsPneHbzySsjY+dYf/Qu8925AASDA8thK9rLiUggObG0bi3ffDZk/tVnj1mvhlBM5hU7LyHkwpOeGJQpMj4xtY1EiuQbWg8cPkSThHR3Mx4w+pbHmfrs8P0NDp5NmvcDjn4V2jW7eQk7ed102aAjxaxYLOEIHjDRoYwqENbqLF0WWpWgbOhW1Dp103ijW8KTDMQxoh0j59HOdnV2skaYcws9w8+t3j1F0AeZVAU2aEckoR5JSGRPE8Da8q4O9lMtPNB6oy3DKOpzsM+Jg2hIfvB+k6m/cPsPrb4TsmPXFGIkP1y8vn2B9Ef421kGio+wiRAm1VYMp2W3M1M/X7fHC9zWPnODCS3EiGfmRPoEjrqBtqk7zEUp4MBvmwykTALyTGMb+DbO0OsjAbZQ/kKzt0zrbU8TGvFQA80YG0+B3rfeIKRg7SnJICsD22uOcMjLdssDJ43CSvDw7B7ryLFJzfZ2zy3OMKMtlMpkwS1NrQFDZA6E1S//LKOK5qyC4RIU3Pd3thHipJAk5FL4RQ4TmmYQpMShdscX9xfOuEduAT/0Dhd9/jtbJSxB3y8sVUsp6LZo1chLCLGzLqEhblTBXYW7XhcRsTNpqX/wSjo/fAAA0hcAZCQY2hcXeIQncHUcYE8p/fr5CnNJ4LxYgKS7kWdZTtUaGyQagFQaC0O2qtUgI4VlbCSG3Rz/yfMyitAJAS4tcVTUc9iGVRj6iunY65n1RwnA9OgEwY1E3NZZXAS0+PVtgSWV71qbEfB5+6+goQuPCuvLFLx7Bvjam9kYYR4EtWK3XnKVXlFW/ZzigabdHsfIsx+XyCT9nF2LSrkpcUUbuVTYBPT5GVuHb3wtU4z/6x7+DX/7a1wAAd+++hRHN3Tu3b2NBTMN+PsasKwNhGxYUdirty2E4cIar9Z6RSyEkz4+QIUqJT97DX5O9/GLhQSF4Fl5dXjL1Y+GZk2xNywrD42zE/GRVlMg7xU/Rw+JaaxQUy6G8RE4CS+PRmOmMk4vH7BRVTc3cOQbwupYaN28eAwAm+3tQHHGvuB7P/9PelzXJdVxnfrncrZau6hUNEAQpQbYUthyzRNgR8+AH/4T5vxMxT6OIGcsxskxKFEhaAEGsje6u/W65zEOePPcWRACFeRvMPQ+MYqOWu+TNPHnOtxwSbdtyL1Epyf3DsnLQlICFdcbT35cwJO7mncaoCMneP/zDf8bVVUCX39zc4IsHAbuyWCwZRT6ZTHpUXoHpNDzEb67e4OQivHbSdOKHVvK5B6ZVeJ3n2UexQ0aTBCLSU3SLmhhEm7ZhmqZIFEBtqRfPHnMbsVltcERmbuvbFWxUwi23EDRI10LAU9/eSg+yuMSrNwvcPw8JoXQNBPV8rBAwkTkhHJKsaynG87LOoXWHJQRvlmukG1KnnoxZ9XlbtrgmETk4YE5Jce1qbAjP49uWW6wC4Idns7N4eR0o+EoJjInZNj8aI8miNMJzzGfh/F4vavgdCaKJHcswCKF4HCXOcv9bCA+NwxNzpfoPebeSeek5EdK683hSQvO5uEYws8malicFAc+tY29rSE3lYyHhel41+0wt+l3v4KNKt++1oGTH3jLw++q+H4i3f4ufe3hMqWw9Go/470KI2IHE690KaxovyfEUNpbjG4M4Gygl0RAbstx2m7l0XGBEDDXb4z8praBUp5Ybn2OtFG9c1tstMx0PCeH7/CrZS37euhaxZd2niqMncijeIrGL3rvid/r9htUeHT5me77DafqwNf2Jrzx8rmldgzF5S8F6NIRN7GNAR2mGm6swS1zeu4vPH3wZ3t46XL8ObRpnUzx/FWQ+bpdLTKdE0y5yfPtdWFizVOP+SZD22GzWGB+F382kREUMxZEqWGHdaQdH87tyHsqHOchJIC1iq/nDsdnssKLN2KjIcUyG1lVVYUGbc9gxt088PBJKutO04I2ccy23w15eXWOxCAnPbH7Cz/SvPvscI1KC10pEEX48vHcCQfelbDZoI/hJKOSEN9ytt3A012dZzkK6h4RWmse4EpKLEacnJ2jacN2WmxJah2O2/jkePX5Kh1BguQrX/9///BSXJ2GNfPizh/iRsHi2qTClRGg+PWMV5c2uW5OMt10xwjpYum5KJbwxTrMuQbLGsp/eu2JoaQ0xxBBDDDHEEJ98vLfCMz06wnIRdshSa1gCoI5HI97R5XmBHYH/hHc9oFOLW3ISh1SYkcNt0zS8c5Cyq2BYazGjXdzTqubK0ng8Zk+jYHVBB641jsnHSuc5i5Fl4zHvyg6J1hje6Ukpe15HjrNypVTnFiscl7y1SuDJgyUfJZjPC7pud/FP//SPAID1pitP5nmBG3It/+abP+HX/+HvAACrzXWnySIkQO0h22PJNU1XtXLOHizKBwDnkxQJlZY3mzHygrJgaVgoC8IjXra//duHiD4Tv//nf8X9i4C+//Kvfo6v/te/AABOLs7w5d+Edo6FR7Si8UmK5atw33989O+4fy/sfjLdQOThXM4uz/D0+ycAgCSVyCM1ynsoEZlrHjUOO8e8KJh5VBQegoTGds2Oqzf1eofZMe18aglFehzVokWaRPZbic02jLu69mhJM0ckCpsmjC+sKu5EHE1G2Jmwqzkaz/FqG6oEZdnCk92DEjkclcvLskRLbKnZfIzx6PBdZWitdDvt2G4NFZ6oz9ONF+ss+/qIRIEwgSjGOdoq7Mpc03LVKNEKkFEuvysle99VkPotrX1BwlCdC8cD3q15Lz6K/dI0dVeeFv1Wi2cB1EQn7L3krGW9nWI+xTbunFsDSZUukXYECOc97wZlljEQOssylFXHVtREXJBCsi+VMWavqhr3kW3bflSFxwLMaPPoKugC4DZZrLW8HbLXo3qnLmCvqiPwjh1tv00muirT2/VG/57/e1c4YSBoHGVCooprgxS4vqYK6PkdPHwYiB/z0zn+9CiAk0+Oj/DlF6GS+rs//g6Pf/xzeL9W2FH7d7lYQVCV5vLkBJbaSbc3G5yQ4On5SQZjY4tSoqXqdoscq3WoLDlpkGmyYygKmI8ggVRlifk0VJNmsyMm2+x2uw7gbx1ryMB7BtO6noittS1U0q1zUWcmTTL2pMwTzQzYurWQtCYJgHXxrMjw8sdQGdtuKoxGoZV2PJvz8xSESg9fF3WiMZkSI9d21dDpdISqDsdZlxWP/e1uh0SH5+aLBw95vfz2u8dYnoQ1TyqFgqrjrxcbfPtd6CLcv3cXDx4E5qtxgDTkr6kkFLHPtrsWz6llXRQFV8aMdXB0Paumha/frzX03iuw3q4QCU9JOsI0ixiblhVay92OJ9xdXaKpqV2yK5miPplO4GmVkFqyfb1wipHjTV2zsebp2Tmzmdq25jbTqMhRUHtlPjtGTi22uqpRlYT3cB4TmgQPiSzPoHT0OvJc+of3aMkjxZh9obE4aepUwKpwgRfXr+ERjvPu5SWgwgOajoBjOmatM0gdKPOjZwW++uPvAQBn5yfAgqjrmWDKuXeCWTRpkvHvNk2D0hxukOoWN/CU8IxNw4qnQigoZsN0v+W9Q0oLxp07p1iQKFtt1nAqHGflK1SujAeKjIaShGSWwHQ2wdlpmMAcKlhisc1Pj/D6BeG7vOXkSggPFc1VhQ9qogfEqMhQUekcWYGS8VMlvKYW6HiEHUkgtKaFJMxGOsl54V7crvH4h8AyvHN2CkFtjjTTUIpwCXUNRWVivfZwkcZTP0eehj76ujxBnoYkfZxKVFV4v5AKDVH566qFUh+B/ZB9g86u9edlJ/XwNrW5oclCC8VsjcY0zCBzQkDRZCGsRBMXbikRlz/Ro7ai9yuuv2iqjsXj5NstsMPbIcZYjIhpEzB6Of9bNBE0tsNA6ERDkrBllmTI6by2VQ3fM4rtpJ97is1Jws/0arXijdpoOuHWvXqrPB7PyxjT2/DlLJtxSDgHZntJCeyJa/aGg+wzuXqJ7rvI5z/xFQA6le+QCnOva4/V9S62ej/9OjTO7pxiu6TNp9KoI05NKWgR1eol5tTmePr8BZ48CWajf/+ffo3PaYP09TeGxTu9sagJf2KMw+d3giDofD7D48chWbLWAoLu/84wizXJc9RNlM/wmBGjWOkMeU64Twt4cziz9/LiDDm1wNabNdreeC9o7RmPRxgRhnW1WjEm1VoPKaK3osRuE+ZxrYBjUgG/uV4gTyK2VQAx2c9TMoQFmtqx0OKu3nCbOk9SOFpTizThZ72qasbhHBICghM54T1S2lAaa3lMZUXOm3/rPYs6jkcpNiQcvFos+TvH0xHu3wvGr+enc3z/ffB/e/L0B0QTPQ/g9dU1vf8IZ3eCQGVdt9gRy3d+cooJsdUWiyXe3IT1aTbNsV51v/dTMbS0hhhiiCGGGGKITz7eby1hKoxJ1Kd1FklkbJUl73C89R0by3quEty/9zlyAiTX7Y7bXlVVsXAYpGRA52x6hIaAysfHp6zz8+LFM9bGGY/HnB2noxyG2jGhfB+daXecXR4SVVWjbUKJP0kT3t1p1fmQOO+x3YaqhXOOd635eIyMGCO3ixUm01C9mc2OUZLYnIXjsmtZNogg8nuf3cVqFZ2Ea1QqgrPYIgUQmi0h6rre0y9q28NZBbU32FAFZDKfYkug8dY0EMzkUYgW4je3K1y/CqVfs/NY3IQdm9ffYrMhMLlZ48YRqBcKCbVqtM5w8zpk6Fth8LtHAWA4O57h6ITadqqFoQrYYrVCMSfNGtsAiK3Dvpja++NoNMEZudNXTQVLrai6MgB5XW1NjW+eEaAwBZobqn4ghaRKzu224WvglIAS0VnZ4SRqWUoFZ2hcL0q0NAbbLQAZQOtCTVEb2pXJhsembRw83dymtl3J+8DoW0vE3q7oVQnCn6OtgA/VMwRRQS0yfn9kFak04/aKdRY+9jSFZLDx2zYHDJze04ERLHUihINAR1b4GOeFsjFIdAcqbXdUnpaKGXZtW8NRf05AQKswXtK0QJaSw7QqWVupbRt4AtdLIaANkS3als9La4URua6neQGVxJZW0l2ft/Q94v9/tMqQ6Np/1jVwsaIpEzjRtbeiPk+/tdev6wRC1T7L6+3YJ111YOl9f/f9itz+oXYVoUPj/sO7qLeh0rlarlG9DhVTW5aYzUL15s7ZKS4uwk7/9Owcv/5VaI1//uUFvv4uCBKKTOHOvUD8ePrn5yir8JxdnB0jJQLB01dXMNQGOj65i+s1tR9lgdV6Sd8jAHJaT5SBs1RR0S3SJMy/03wCL6cHn2OiJXZ1WA+gwGD2JEnYtqesKtbhkVJ2FcrWsIWLd50nXq4l6/NgfoQpicCenNyBpkrUj89/wG5FhB+ZsJbZbD7GdESMrdERYh3DGYOK2GFKK/gP2C704y+sSyK8I1HsAailhCYGnLcOBXVumtpiSYzPJNXIJsR8zjUmZB81nY7QNORJuFihpGuYZxo7sqR69uIVPOmWLZcbFKStZJzH6zcBNlGVJQTp/GTpPUj9/mrr+1la2kEQOEN6w8lMlmW84OZ5joJKz8IL1NTSglNwJFBkjcNuSwlPWWE0ovaTV8hpIGRas1eNaRvuH6ZJAk83MBvl2MZJsK2wob670gl7jySpwrpdvfek+1FXDSpKtGTV+QllWcI0SmvtnhBavPm7qoF3UUGzQJrGlonHNrZVUsGLhEoUT3az4xkSojbmeYY8j4qupudN1imDWms56VJK8QN0SOy0Q5tRi7BcwpNRnpeCAReJ6Ojwu6rBy5chOVBW84Lx8sc33Dr0CXC1C73Z9XIHW1PJszaYUrm3OJb4zf8OasXTyQwP/zowKiYjjy1hYl6+egGriMLtWhS0aHnrWZX4Q+FcC+nI58hYHM/Cw+890NKiX+62bG6H1COjxOrmZguVxhKtxtlZ+H2VOuTkA1QUikUlBRosS5oKpAASerCVhGniJmCJLA0ZksEE45SumTAQZCqqlIYU//cFVrHXkYjlYN8TCXSwzMSRcIYmZS05qYfXUJQwaAFmejh0472P4dn7Xd8lM1JI9j3yzkNywuM/KuHROmU5B9HULB5YQ+JeVHTVmp+PsNB07JcRTYhNXaGlSdmnCUwTcXmS208e4OuQ9QwHhZCc5ACKcwpr7V7i129xu484yevbF1htwrO12Sxx/17Aspye3IGPjEkpOwNQ73n+6CcebzPI+ylJPBwBD9n7l/7T5PcSofj+3negl3R5/1aS9O5IC4+CFv2ze6e4fBBaEo9+/w1KSgC0k3j0VZDk2LQlLu8HSY5XXz1Diygmm+PuvcDCrbct1tRWz9aOVYXzfIzpOGx03tyskBIWcNdu4F0YI9NRCkVzq0pSJD76Xt2ibEn53W+x+QD2ox/bskQT220ALDGTC+QsvDvJM4ZW7MoSqY54uoRZY9576IgHFYIVvgU84++MV/jFz4MkSj4qcPs6bETPz85wdXVM57LFitqIWium5Ntmx+K/WmeoysNbk9Z08hJCdgxRyG5z47zn9UwIhVR2cJAjMgwV0jMsRmqPzSokKq31POBOzs+QEIRiUqTISOTw0bdPMKZELkm2uFle0/WscXMb1p7Ly0ukJN2ikgwTwgG/K4aW1hBDDDHEEEMM8cnH+4UHhUVUJnNtA52FrE1JzTuc8XiMcRH+3pQNDFV1mqpFSwBNKIOWKj+JTlCST4hUCTNerq9vMCPvnPFowl5HDx48wNPngQmz3KyhaVe2a0sGgF5eXCKlqku1rXE0O9xLazI5wtERVWx2WxTUhut1DSCt5eqTEAKCSoNl26KNbS/rcXYRKhhVWWNLYD3tOoCpEJ3PCXyHshcCXILXWkJSpmyd5/ZWnud7+iM/JUL3rrhdPe+xzwSba1d1zYJPYUcRq0wOpxfhnp4enaHaUCVNJlyRe7N6jdFp2HU/+eEpFlHXxiZQIvzA/S/OkFyH718tN3j69DEA4OHPLuEQrs+uXiAS0IJgIO2Wshyj7NAqlsNr0kDKkhQnxMYSWuB2TdYPSYaMxkjrLTwxfTLrYaPdh3KYn4bzvnq9RnIUAdQJfnwSdlCz6RhXN6GCOBrnXCbebNcdeLjx0LSXGJ+dgwiEGOUFMhpHaZqiKg8XHvQ9oT/nOyGwvmKdd50Gyx6oGJZZP0JlAO0q27aJ1WkkmUQdd27O7bc5+mBpOi+JDswqhOjqBLJ7vz9I+K6LREhUtPtVUuB2E67zalfhiJzrlVKoqLIbWF0EllcyuFIDsNMpdrElZwx80h1/bC/ukQ+07uGaexURa3uuzJLvb9u2fH3CZw9v+fzmt/8Nb26e0/d3jB0pu/u7KzdsgXB+8hk0VRqFAM+XHj9t9xCk0/6S7dUfDaL33/6rPn4Zvlc1+ogKVpp7Zn4qJTE9DfPp/b/+Ai//EFhX33//DfKCWjB3TrEsCS6g69h9gnc15tPwHP/yVw+w3YVqxvWbF2gQnl1TG6xJHDTLc4zm4TqlqoGim26aLRRBKIRO9li+ivz6pAsA60Pjxc2CcQfGGkxIQM+WW9R0Lidf/gyItkx5znoyKkn4IldVxaQdrwT7iFnr8cNTErFNlzi5E9aVx99+hz/84d8AAF8++Axffh5afs5anIyiL9WUK0Vm5zCbd76MpTh8vpFSYkydmyxJQNwPtDC8hnnrGMAM7+HpvmstMJnRjRQOrSendedYL08KyVAVr1IUZKeUpRLn5+FZb1oBlaTx65lY4OqKn8WLiwuMCYjuetCWd8V773Ka51x2r8sKWUIXTChOAEajEZeJNuslEup/H5+d4t+++hoAkI9S9ukpshGX4JumhqYDn09nqIlFo0QJR+W3fJJjSjiidbnBiMSKyrKGpZUyzzO+2FmRA+bwZOD6eoEpJVpCaLQ9Ncq6pvK6lCiK7qFvTfh7ZS10FHdrfcCMIDCqalrMEij2BnHOMuNMQkBEE0froem67XYVl7Oddz+J1anrGre3h+OUXl0/YayUTroJ2jvHg9c5B/h4nBq3VHqsqlvkCaH1Gw1L0ppZYqEQFp7P7s8xmVJLCQqWBOBGR8D9cejnV6VjbyqlJZI81t1byISSPUjUdkMXuWEK94dinOe4vgrHa5qWFYPzcRbUhwEkMoGlyUUmEqsdPYStx9ElmfNVOSR9VicaO3rPar2BIRnX60UDQSKLprVAGjEER1iR2FZV1XBNuD8qKVGaML60zHA0iQ+kg9QfgwARzHQMagVd4tERejz/XcBD+IgzMUHFGoBQAoYwMMZVsE1snwYVWCCw9Dh/EYKNSgUEqzc7gU67zvdaV6LzjsNb+J8PhYZgk0LnPU4vA85j2nqeyDabDZomqrk79g7rbwCKogDoOat2O16w+5OhlBI6+vv5TsUc1rHUBJSGoE2GlGJPcZoVmJX6qITn+yePYIj9mSY5fvuv/wMA8OzlD/ji/kMAwO//+Fve6Pzi57/Grx7+RwDAqJjwwrkfHb3d95WT301e79pee3lt7xO+93mx99H3hyjZ8yjJFLwI53rvsykKE1pUz79/ymK1uh5DU7tyVGQoq/DcaO/Q0u1yXuL8MqwBs3MF32M8tdRGTtMcCbVvZpMpUhrjy9UWKeG/auP4hAXAkILEOAgczrR7tV6xyr+EQE1zsRZdC3FT1hhTAj6ZjLAhAVTRmu6zUrIoZms9XGwbaYlch7nk/FRBlCH5+fzyCEfTvw/fv1rixQtSGTcNP+tKJ2y6q+QcLWGN6u2alcIPiTTJGGubKs2flWj3m6RRcNY6KFoLZSKRsQudZ0q78w4mtslUgpLmVyMsj8MEnWlpVkgYH8V2JUZZ3LR7nBAe7LPLCcaEv9tu12iqgaU1xBBDDDHEEEP8fx7vFx6czqMWGYRfoSTA8PHpKVcelsslFtcBqJVAQBDI6PrqJQxp9ayaCmPKOm1rGThojWX2VvHZfayIT++0Zd2Qq6srfPnLsPNRK42agLuzyQQTAjc52yIh4FIxmcC3h+dxq+WKdy9JzztHJgoNVT8ynbAORL+llSgBE0vwWrLA2enZCdbbkGk60bmxb7drBlglWnN2bEyL7YZQ/+icqtu27vyEesBpay3/7iGhNZAQW8mYmitsSir2GTLGduwwL3H3fqjMmKZFVK0z3mBH4L6j+QiChCgnE40sJ8danUAlkYVSMgvl5KSApfaZcA0DWyE0rCfNojxjISsHB+MPY6J565BQ6VMIYEMofweLjOwkxpMcmpybF8sVNO0KSlejJtfyzXaLggDMv/irU1y9DuXy27WHi1pBSJARUHZXbvHLXwZRxi/uTvH1N2HH9c9//h53yflYVBrjlCot2mBDO1vpZQfyOyCk6oCs3oOtB7zgItZeGzbUYzpti7hrCkw/OhfZMeH6LKS+7ktf82f/NXp+Um8f7f7nD45e5aRtWgYvzo4nqKhFvNvt9lq73MJzDppYbxLgimawmonvlzze++0teMeAXh++LLy2hnezpncuaY/NCe//gsH1vmgqA0vVQmcbbDZh915VBtNJaMW/vrpCVYX5YFtucOcsAH8n42mvXSXwF6yt+C9Ro+ktNlb3yR57ToDnmP59l29//sDbKKWNkirQ2jGjLi9S6Lukyzb7As9eBPDtq+ePMVkFsPmlOMWIgMcOFc8vUgCx8K5zAESvHJVpAAAEcklEQVQgSLxHNqJKp7BICwIA5wqyjZUBDVAdJdEpdyCsNWjaME9oKTCZdJpPH4oXt7c4n4f50TYta4flicLxUTiXq5sVrmxYzy7u3GEmc6oEnj9/RtdHMwHGec/sQOOA00l4fXEksbkKrcBieoHTs9DaE7B49IfwPfAWd0ibyEsNSRWzbDTG9k14bq4XG1QfQZJIkgwZscYSqbl97bxHlkSGqGV7IS86qUwvJXRk/0rJc7P0FgKx6qxQ1mF+TfIRtgRzSUUGnUn+/liTvTg/xiin8SAFTsnO4/j4mNnLiSqw+4A83ftZWkZzmQpWoaT+pBaavUrqpuE2jcq6/uTt4pYX5SRNUUbFTQjMyCK+qRu0bTeR5dSuMq5BKiPKW6Om39qttrh9E7Aa06MjTAmro3XHEnHBwef9Z92LNM24RC6EYLHEJEv5RmVZ9x5jTFfu1wLTIrYrNASVclvTILovaq0ZyZ6PCu7N100FQXR1YxwzQ5xzrBStpIaxnXI1T0xCcBnvkDg9PuVkqa473INpDRQtEmnSmYdKqZAknTBg/LuYSWhiQyVJwuKHQnikUZTSezQu4rU0vIlsn5aZZXXl2aclKKGSci40orOlsZ7F4z4U1hmMyBSyNQ1qOi5nLbeBSm+QRBPPPMMsitqJksup1hhCBwR8yzFRQ5N8hM0mUt1bXN+G8vR6u8bNdXhtNjs8efQjXVePDbHZhDdQBJqqpcBnn4ey/iyfIE0OZ9pJKbltEVowdF37onTeATGpFB6+550Tx45zZl/sjqKfmPSp6G8nOf3XjAbZ+7r9hfinfutdIaSEjKwrnaMm5eTSV1wW975joimlWEjQGcPzjRaeJ0otFXZNvKuik53QnaloOIeOfs4MLNt2eCQP9g9UkBC2SxTFR8w3wZyWfqvtUDO73QZ/+u6r8FvOQtOisljc4Df/878DAP7xv6S4JG86aw23L4Gu/eQh9lucPxH7d6j39x7uy+59+iNo6XcvsV6TanXrUFGbX4wSpDPyTTzJcHROWMC7DW7fhPtztbzGRULt5VmGlMRBpz5BSXhNJTIIHfFTjhXotcygONFSSAhvKpIUzsQ2ioKiTc9qBzQ24moaGH84RKAsa7ypyTi5bDAiVtqds1NY3n0kaAiU8/TFa8ym4T33zueY0FxljcX1glhL3mM6C0nUYrVBRT5fZ8UFq30v7RJPHoXk5+bNLZbXkZkl8fUfA3zk4uICs3mUR5njgvzFHr1Y4IdFeP9/PeAck0SztyVsw2KZRjhIAv453216lEoYL+YkeizP7rXWCoqezMZYFES3V1mGehfGwGazRU5rTFXWePos4N08FM6OqVWnJDwpaW/XDYvOCiUwn52997yGltYQQwwxxBBDDPHJh/gYwN0QQwwxxBBDDDHE/4sxVHiGGGKIIYYYYohPPoaEZ4ghhhhiiCGG+ORjSHiGGGKIIYYYYohPPoaEZ4ghhhhiiCGG+ORjSHiGGGKIIYYYYohPPoaEZ4ghhhhiiCGG+OTj/wAOkx4O0hf5pAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x576 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LZaamMXKext9f/uU38f0f7QMA5EsGQtGIeA6n8MKLlDhvaHgSf/jvvwgAiMbCqFW8hHNgcdUI6Bm5Ayns+9NdwQmqZaE0OwMAMHMFRBqJVeWqKiIZAc64kxjSsGBmqH9Z2TxU0d9VBnBx37A4FB89K6OsoygSUoJxwCBmPDszgfr2bvr6CiKK3ZLLYuesa8n+XG9mqZZcVa0iXLhAfTAUCqG9nebdUqmE6Wka05qmyRIx1fmaFgP7Hfh8PqkwXRJIUwMLZ1quYN1tutHp0P6AH9kcHWRappRdMqkMDr7xBgDg+PET+OQnfxkA0NvbtagbuhHBGJO1PnK5HDo7KWJgYmICp09TIqtwOIyGBtLXN2zYgAmxoJ4/f16e57p2cA4npN1l/JiWKennUDCE1Cwt8M8/+zy+/vWvAwBeeWU/urvpff+Pv/oG7ryTknK5KWFFU6TPT+V1+TLvk8nzdXR04RMdn5Xfy1ObJkxBee/ZdjO+9L/8IQDga3/+xzj52isAgLIJzExSRM9HH/4s7m4hKtwPVURtAQfeeA1/+udfBQAcPvka/I00nFZ0qZjltEAn00AM9D4/eM9HUB+j83CD04y9BNjPI5fL4ehJCsceGRkD18ko3r61Gc2NZCynZgsAp0k9mWhCKES+MVz1k/8QaGG1363JAL9fhOkyzWU5un2FXG0BoIj2FwuzmJmg/js1MwgtQvLTqt6b4VMTi74/RVGwdetW+u2qVejvp0nz1VdelaHF2VwamSz5ovh9AUQiUfFrFeWSMDL9qozWmJ2dlc/NMAy54bAsE/beTNNUHDhAxk84HEFQhCt/7OOPYs8eSip3tSR698JgWZZMqGdZJmrV0lI4YDeUpmD6XrcYuEbfp0bH8NMXngMAnHzzDbzzzhEAwFQqj/UrNwAA/KEk2sR8c3G0H6+/+RYA4Mmn/gnr19KC9LnP/Qp0o7aMt5ShyJwMg/I7hQEQ0UzMKOPEaz8BALz14ovYcdvtAIBVW3cgECIDs2SaUDQROWfo8AkjR9EL4MKot7gB6PTZKJUBscE2TROGeM+cm5gaphQUAZ2jsZuSiUYamioqqXm4FO6Efnayz/mMPffaUCqV5Hq1Zs0aeYyqqojFaLMyNzcn6+NFIhEUi/QefT5fTalrPmiaVmFgu2q+1YQnaXnw4MGDBw8ebngsyPAYgpG4ODCAcIx2U2XTwugE1SIaGR6Ruy/TMJDJpAEA/kAASRFxsXXHFgQjRBNz/MuzqJ3U9oa0akOhkNxtDg4OYnZ2FgDJW2NjYwDImrYtYrflu5zcO0vanbqjpuBiWjig2fllFE3Skz967Yf47uP/CAD48Ys/xuwsRVHceecd+NznfhUAsP/V/Tgmah199rOflfdiWbxmh7gSDktxyXROhItzGaYweR+cc9z/iw8CAKYuDmDff/h3dFBLEspGOmZw+AIOvENsZSLsw8HD5Aj64/3P4sQoMS3J7iCUAF0rxTmebqexEgr68YlP/BYA4L73vR+8TLtcv9+/pIHgZhgsy8L+V/cDAL7z+OPIzJLz+0c/shu376WEaJFAEBHB6mRTSUxP07g8fe4CNOGsyxQFTKFd9Kp1N2PPnrsBAD5fwOXQqbjy/Lh2dKqF2VliYPr7DwIm9dlcdhqsRIzByt4dy/HHBgBEo1Fs2kQRbS0tLXjjjYMAgLNnz8poo1wuC01zJCr7vjh3hBnDcOrr+Hx+uWs1LQOM24yAjlJJMAW6CTNC3x979wQ2bSKGJBIJV0SSXEmUZGUCzkslAbfDJ2MKFObIi/Yxmk/B+WOURPGbX/0q3nntVQCAZelIi9xoJnxY3bQCALBx60Zs3ExO+7p1G/pEnqKPf+JhvO99xLzqug6mXHm1Ie4uSWDLH0YZKBITaWXmUBolBuDEa8/j2CFyVP/gxz+KnXtuAwAUDR+m5kgtSET9aG0Q7KNZgikkKsssQbGD3KDAFJJm2dSRF++zXMjCKlJ/scp5pERdrUh9g8NEvQcXJIYrmyMXAzlWTHNRa449JgYHB3HoEJXzcBKAEux53+/3uyub12Q3F8vwu8fiQu1cWNISPap/sB/9QzRIJiamZBKrWCwGv08ktNJUhELkZ1JXn0RTo0j4tHo14nFbC7ekhu2Wyd6rqOWhXz0h2nTdwMCAfOEtLS14++23AQBTU1NYsYImpvr6ejlBW5YlE6slEgnp25PNZhEO0/O0E7Utp82XOUJKPgAQED4QmupDLkUyz/5X9+Pvv/UtABQebPtbAMD69esAAI899kkZmfWXf/lN/OnX/hsA6uAyMdjl2naFXYPegbuv1Tgx59DEIHnkY5/A+DPPAACefv05nDlE0VtWqYzxOarBtLpnDQ4eIslgaHwQiRZacHVLBxNZndWSipkU3d+jDz2KT3zs0wCAYDAiQ4+XumC69fJYLIZ/+/nPAwC2bVyH/fvJT8PiKRw4cIZ+YOUQE5uMttYGWAa9z8mRcWTy5D+hBUNYvWYXAKCuLgFmS13MSZNguXxLFMZRFHLC2PBZTE3Qc+DqNBQminjqJrraaZLzqwlYS5yV3c/FngRbWppw3333AQA2btyA/v5+AMBbh97C2PiEaJsKTbMp9bKU1knGElmvTVP6vvl8mkwYBzjqS319PXbsoGeSTmcwLs6/alXvVfIxY3IhsbiTXZkWX9ugrfSnsz19TNNAIETvdHhgAH/xJ/8ZAHD44CEEgzQfxJuaEBYG09DICN48TIZiWTMRbyKpsbmxB1u3UMbhTz32y9iwYSUAoJg3KgZK5Zy2tHuU92o/+0wKPEObOmNuAiGTjJ8VcR/eOUWG27GfPo+1neQr5wu14dhPjwIA1qxuQ72P1hWfj8GnimzGPAfLEL4cSkz6H+m6joIweLLpOei2oZWexdQYRao1dfXCF3b8s64XOADbhYvxqvQPtv8S544vCXfmMMDZtXHuhOpDYVL2rPitC2Tc298vTthxwu2VCiNkobkrm81icnKy4hwArWf2uCwWi1J+ymQy8jh31Nu1gCdpefDgwYMHDx5ueFyW4ek7fgxz42SptUYTKDWSdba6uwvr19EuPhwKY3iYqhQPDQ0hlSJGopTLom9KJPYa6MeKFWS5b9q8AyvaaAfIXVbnezV6q5Y1quu6lK5mZmbkjvTo0aO49dZbAQDd3d2SpYnFYti2bRsAYMuWLdJR+ejRo0ilyBHTTsgGUJXo3t5eAMA68R4W287qiuc2KhJEgSHoF1E9poXxMWrPmwcP4blnngcAPPPMMzKvB2OQOU103ZCS3Fe+8hWcPkNRT7ffeRs+8pGPXNIuxipZnsrSEtenT9gUfLy+BR/+g/8AAHj6N05gWNwHK72B2YJg2iJJrOzeDAAYmjyHtDFAx2gqeJHYAyOr4JFf/BgA4Le+8EWEQhQdY1mupFpXuImJRUkye+CDH8Ddd+8FAMzOTmJ8jGSmH/7gcRw/Trv7QEDDurUUndLcUoehUWqz5ndkIwsGLg5SP00mmiWbGPJpUMXOMz0zhpGRPgBAKjWGUolYvYmZIYxNUl8YuDiEhx4mGWj96gDMJdYQqkxa57Cndu6dlStXyqiPtrZWHD5MLNPAwEXZT91Z6yzLyfMUjkRkvSXLsiqqetvRpcViEWUhOwb8QczOECth9nRdlTlKVVXJ8HDOAUsKrZXl2OxoLO4ks/P7VBwRlb+/8z//CmfPHqdjoMMnIpRKs2kYIEZ249pNKDMhG0QTOHeW3t3Y6Axu2kHzTVtLK0pFEemkoKLciNOWxXfWUqGIYoEYlZBPlc7GyGRhidIPKgMamomx2bxtJaJNNNe0dzfCSJN7RNCfRCZH72Ho4hg6EnSeSDyMeAPlSioWLBTzdH+aqkERLFfe4Jibo76ZnhqBYtAxpdQMykM0PkqbtkmGh/OlMVhXggopikHSPZxbUG3pUl0cD8FF/zUtE6pgNzmYQyGJb5x/lzbpuJ3rayUDrK6TZR/f1taGLYJBtCOLAWKKbIY1l8vJ8ZRMJuV53Hn9qhPyzpdvZynj8rIGzwtPP430EE369bEYVq5dDQBoakyCW3b9EKBtBXn/tzS04OQJ8mkYHR9DMEETfbFcQv8AGUXf+8cf4NOPUajw3jtuq7hexWCT8wC75KufJ9gvYXZ2Vho56XQao6MkgQQCAWmsZDIZHDxIi1A8Hpf03tzcnHzJqVQKuRzJRolEApEIPUNN02R4bVtbm9Q/rwTuRcU0TUkxzk7PSB+REydO4E2hx7558BBmpkgO4aj02Hf7HdhG2txcClERCvuZz3xaFn00TdMxui4zCK9HNBpjTPYxE0DXTpIzNt25F30/+BEAYGIuDfMcGW7B4H40t5H8GI9HkZkStK8RQHqKJvT773gQv/nr5AuUiDfLxasitHeJnXm+LLsl3YTmI+Ono6MB3V1kwOSzFvr7KTrl3PlRtLRRdJhl6fCHacHQtDBm5+hdNYaKyOZocR8dG8XUJPnoZWZnkJ+mjcvQ2WMI+mnhaW6uQ2aOFrYTp84gD/IbaexqQtsKEfrLruwdzpcg0y/CyddvWI/2Dpp7RkfGcegQRR4devMQimW7kKQFn4j22bx5M44eJQOJKUz6/xQLBShiwchkMjh6lDJyd3Z2YWSExnF9Qz16uum+OJa/QDKmVC4SVf/a9yhlLQsICrr/3QP78bX/SjLWyNB56JzmjFKxhKIYu5rqR1C4D7R1tyGTJ2knlmhGvkTvLpdP4a73UeLPUDgkMy3TtZ02uDdGjsx2+Rsv5gt4+ce0KdLnprGlh57ZitY2QIhOhWwaoTjNC3vuuh29Yr5QNR+CIvKvUEihLKKBT54+j3XNdH1VaUY8SdKcxf3I5HPi/piUZPO6IefQ6YlRtDZTlGTAr8ASSQjzmQyiIpP39fYsVW0jl3HIxC8Kw9QsrR995/qRETXfTIvL7NN+fwBRsdGJxUJoqKfEnA31EQAiGSP3QWY6p4sAgKhjtjRBx514057TBwcHsXo12QHhcLhi02D3a7/fL9vpDhVXFEV+n81m5fGxWEyex505WVXVijnA7VNkG05L3YR4kpYHDx48ePDg4YbHZRme5t5ORIWTnM8wMSKclqcGLqCxnXZW3TtuQsuaVQCAZFsTRgQz8B/+9z+CbieX40BvTw8AIBCN4P/4z38EAPjUY49hz67dAID29g5EEiKtO3ftDKslj+Xf67Lh3qValiXZmOHhYSnfjI2NSWuzoaFBJgycnp5GczPtJHbs2FFB6dkWa319vXROvnjxorR8FUWRDE84HJbnyeVyOHWKSjbYeUuWci+1JK1QKIS8iO7486/9Bf70q38GACgWKpkkO4cLd+XSAZwdr8+nyQRwTU2N+OIXfwcA8OEPP1QhUVyuTphzzuv7tpll4cXX/xkAMJk/j7WbSIYdGpvF5MwUAODEqbcxkRb9NGCAl+l9pqaKuH3P/QCA3/g3X0ZdHf3WNDklBwSuaCN5KcMj8rQoGux9S7HEZaXym2/5BeQLtEv84Q+/hWf2vUlNDquIRokBCPgC6O+n6K1wchTxRBsAoC7ZgFKZ+kLf0AAunKEaaJmJIehlUY9JsRAQr19VGBoFg3TLrfcgHKadp2VxsCXW06qF6sRkTuQdQzxO7Gk8nkRrG7W/s7MLP37xWQDAyIUsygbNQyMjwygL5qepsRnRKL3HVHoOs7MkgXBYmEvR51K5gKEhYsnm5lJoE+f3+31XwFzV7t/VXV0TOXYUAIcOUATWX/3p/4Vymvphe1M9hkQ0pD/sQ1nIITm9jPwEyYsjB7K4845fAAB0da1EUbzTO+65GTt2kqRluYITuGverU5EOl/NvWrEkwms3UCS5rsHD2BgiNrSUpdAQDi2gxdhiUAXLV6P1iSNlVyxiLgIwpiYVVAqEwNe0vPQmWASAhq4kM+1UAhco3nW5w/BFG1LpdPwhym61R+rRzpHLFdjTEFASKOlYgmmdMa/fvMMAwOzZSxwSTkMjozi6R8SM/bGwcOw8yYqqioDSHTdgCYSvDY0NKGni9bgj3z4XqxZLfJ7MUtK9O4ad/TelnafdmDJ8ePHZZ64/fv346677gIA3H777XJNcjsbBwIBWSpJVdUKFshGIpGQjsruupIvvPAC1q9fD4BycbkjI+1jdFTQD9YAACAASURBVF2XasdScVmDZ/2WbXh96iUAQJEBjSspiVy94pd1g17btw9Nh+imt+zcgd1baCBtv2kHnn2OJp1iqYSLE6TN7rxpJ+rriZL89rf/J04eI4p5RVML7rj7HgDA2g0bEJIJxdza49Jf2pXArWHaL79cLkuD5/z58zLB0tq1a6VfTSKRkMfMzc1JYyYUCkl5KxaLSePHLW+l02n5kn0+n9RAk8kkZmZITjp+/Lj0Y1jOPdXKlHnkyBE8/p3HAQB/9Zd/LQ2d6uRjldS2M5jsrKi6bmDDBvIr+tKXvoRHP0bZilVNgVWj41fDNvaubWZSE25ykzF6tz95/Qf4xt/9nwCAbHkSje0is/XKZlw4KdIwDIyCK/RsEs1JpGfpniJoxOce+wIAoKe9B7qd+My0pN9IMBi8MiPO9ei5aH+FXK+6xgpXcef7HgAArF+/Gd9/+nsAgINvH8DEJC0SAa2MUeGDNDl3BiWdpoPmpmbEE+TDk6iLo7mNpMi6eBBzGSFXpmaQy5Nh0FqnYONWeuelcgAz03T+lmZHeruacJKhOnS5YZmIxGhzcMutu2CkaCPyemYKM2V6F/0XzsPU7cSDlhx/TY1NKAjjsFgsyj6Yz+eRy5KRMDw8jBHhs7ZyVY8cB0t9nZft19w5px0m/9qBF/H1r30FAKCUigiFacHuGx7FrPBxae/shk/4rzStaEWTKMzb1NCGSESkJsjMYccuqh932x23wLJXe5cVznnlJma+7OuXA1MVrNtIPm4NdXUYOEKRVpZRRj4nfKzMPAIBUV+JhRGIkIEcbgoAZbrv3PgoQn66ZvPKNqjieK4ARUPI/9kcdG7L0SpSKTLec7mC9IPhoSQKWZo3S7oJv7i/bCYFXUQuBnxLT/NR897nKQDKAfluOecyOzhnCk6dIb+qbz/xXZwdIOO6bUUnkiITvKow5LI05mamUzh7lvzsJiYyGB+hvpmaLeGRh+8AAOy8aY305yGTSkQEmks37Ox7eemll6TBk81m8dxzlOSyr68PO3fuBEBJcu0UKqVSSW6ec7mcTF/S1NQkDaGwK0LONE25Rr711ltyzVu1alVFe+zs/Ol0WkY7L7XigCdpefDgwYMHDx5ueFyW4dmwfiuSQbLI9r/yE7y0nxJEtXe2485bbgYAbI3GMSIckl9+4Tn4RV6EB3q3Yu3DZLmPFzLImbTLDQQCuH0vOStHoxGMDBHzc2D/6/jxj4lNuvOeu/HAg5QMrr2rE2Eh6wC1S81fCS4nr9gsTbFYlBar22O9u7tb1gMJh8PS6jRNU+bH6ezsRLdwdhwdHZXOxn6/X9YNWrt2rYzMSqVSModBOBxGi9itzc7O4t133wVAOXzsqK6l3CdQFY3l+vzCCy/gW3//bWrDXFr+TlGYi9WZT1zkcme4d+8t+MP/SKUabrt9rzzM5JbrJ1x+5NxxXK7eIV0rlofTRQkK8NQPqQbW3z3xZ5gp0HsIR8Ioi+iYVR1N6Gyjd/X8068gNU27UG4WEWA0PrpWrMLBA5SccPXKdUgkqO9PTE1JZ/BgaOk5k2SbXbs1Kglh0+KAU/HOcpFAClSNrtfbuwX3309t2LL9NoyOUqQKtzI4dIjkkonZsyiLKJpz5/pgmrb8UEKjCD6oT8YRiBDzE47HUFTpOWzZsxLdq4lxPHZmFqZl5xpC7bIhVwpZpd2h7BVFgWE7NRp5KDna1TeGgnj/Ix8CAJwdGsH+VykvVKlcxOAg7agbGhoq8oXY41vTfCgV6Tn0nevDq0Ku7+zqgKYtjxWo7tP2OFAsJ+JlfHwMTz71JADg4JuvyWrvGucICTknVNeMZDuxN+t6NqJB1KNCwJEQSrki5qZod93V3YY9u28Sjag9B8w33qrrJC14j0L2jiTqEEqSw3DBLMAUrHFmakSycTN5HSxEjGBPbw+CYqyEIwGs7CAlIMBKKIpcOj6fJhMM5jIFlMv0zqdm5zAzQ/da1g2YoqxKx8abkJkitm9mZAihGDHpei4FZvdxLXRFwoGcHSskflc+KQbpUA0AZVH5/c13juEfnvg+AKBvcAC963oAAP6oH3krYx+MVIrefyabR6FAgQVTE2k0JGnt6esfwd/9fyTFj07twcb1xIyEQiHEoiLaMuCDISLm7HpyC8GWjRRFkU7gwWBQrmGHDx+WEcirV6+WQSmRSESqEaOjozh8mIIAtm/fXuGCceYM5QwbHBysCHo5IQKfenp6JBMUjUblGjw8PCyvdcl4WsAuuHziQRVYsbIHAPBI+79Cj0god+CVl/HcM5TsbMO61dgsFt+OTesweYYm07PvnsRaQUltCAaQsSmuTA5jp4Qunk3hVB/5B3BVQTZPC+3T338KhSIdf9OuXegV52lr70Q47Bg/Vwu1CqBVGzluL3LbEIrFYtLgcRsqtvwFkIZpJxUMh8OyExmGIQ2kSCQiz9PQ0CB9BcrlMtJpeiYTExOyLsnmzZuXpGFWG3W1Pj/22KewspcSkP3tX/8dXnmZakrl8wWZmA8MMAy7Y1Z2tDvvpHo4X/nKV7BpC0UKlYyiKKKDiiKI7l/PO5FepdpFtcCggolokO89+Y/4X//w3wMAQg0ltK8lOlVVVfh89H6mp+YQi9N9t/c04sjrFLFVzHDs2E6LSCAQwBPffYKO6ejEBz5ABruqaTIy4UrqMXGY0uDhrr5f4SJTFeNviePzpSLOinE2lxrH7Cz5gRSKGViMJpSOnl7YrzaTymEuJSIOZ2aRK5BhY/JRREvUF6KhOkD4w0xMZbBmAxlXIX8ZoyKVxZatADOvNYlsS3gWNPFOpydGMTtI99tUF8dmMcnu2LsXO3cQBX/q1Gm8degdAOR/Zz/bQCAg61uZuiWN/Uw2Iyfu2++4DatWkXxtWdaS3ul8x1JyN/ocDodw215KNbB922b8+df+FADQ33cWLSIi9uab92AuRUbA3HgaE6MktxmKCV1IPlAYNm2lsfjAww+isZWMInvhu6RtUFwandvI4ViKGGD70viCEWjClyY9V4JPocV3OpXF2f4BAMAzrxxCMEabho8+8gB6ushwDvo4WpPU17KzWRTt4qGlMnwhakt9NInJNH0/cHEYlkn9NBCJQIvTgrhu520oFsnIOfD0E8hlSDoJF1JAiRZxBIJY6noiDUZFlSXxTA7kxaahWCrDMKkf6bqOojASCrk8jrxLC/r3f7APJ0+TwbBm/RpozC+OKUIRkhyzDGgqja1AQEFvL60B8dgciiLjtE9RMDhM68S3vvMsmprpPSebGtAkXB9W1McR9VMbHrjnliXdo30PABlBdh/2+XxyjTx+/LiUlyKRiFzb3IlxL1y4IDfGoVAIb731ljyP7eoxMDAg19FisSjJgnvvvVdeNxAIuDL1L238eZKWBw8ePHjw4OGGx4KlJWySXAsGsFskzdu2YycOvUn5ZF57+UUc/Ju/AQDcvvtm7N67BwCw+tbNCIh8H6ovhKlpsqwnLw5jeowcQCenJ9C9jliFsfFRvHOEHJinUym8IuSzvv4B3HPX+wAAazem0CLYkuamFgQCoj6XO33PFbAC7tTXpVJJMjXuuH9FUSTbo6qqpMJDoZBM1mYYhnSwYoxVeKPb53FXoOWcS4u1XC5LyzqXy0nLurm5WTJFS/VQr3ZUdt+vLQk0NjbgQw8R9X/zrj2Svn/yySfl56lJp3xEdUKonh7a8a5bt07e+2KqgV+tKtSLuY4NpjA89RRRyb/7pd+GL0bvuWtVJ4IRexcRgiWkmenptKzcnZ8p4xfvoWgsI+/DqdNEy+aTBYyM0C77yJGj2LOHxkpzY5MTpXVFqHpGtaJmePVztHehwOq1xJJypQsD54n9ePfIO1AF9Q/mQ0GnHa8v4kNrjBjHgB/wMZEITCmjvZX6oIIyTp+mHdrhIwUk4pRo7P3v/xRWdNO1DNPANVIlLwEDhyn63eDpUyiliMVqXr0dwSjtHhWNYd06qjW2cuVKrF1LjPVLL72Ec+fomWSzWXDTeW5OzhxN7jyPHTsmGZ5ltbUGw+r+LhqNY7eQn/rP9iHko3lF0wKYEXmTLg6PICPKvIyNTUlGwKdxGMLhuau7Fw888EEAQM+qlTBcEVk126MorkSI7hdngVuL78NyrCkKLFGba3AqjfRFGkPZwREwi9iGeCyCzh5irfLpFEaHaCzWx+JYUUf33TeRx5xgJdPTUwiGiDXSmIaMqKuWyefQkKTvk/WNaF1DDtqR+hYExRjpWrcZJ14hZaJglNHS2wMAaI0lAba0GmJ2Ha5svogLIlfdqXN9GJ4gyWlmNo+c7URdzsuADaOoS/eFyYlp5DOiLlgJyKREIkFuwXSxa5pgxpRAAoU83e/k3BTScwN0TsOQ7CbzRxCIk5xU19mN2BytPSva8rgzIOblexZ3j/Za1dXVJUsEuZ3aTdOU48NyRe3mcjnJ/Bw+fFhGGhuGgfFxWvs7OjoqordsJqi7uxtTU/SuT506JdUOd9JCdxLepa4dC75lpWphA6gw6N47qODc1p3bcepdonoPvbYff/vXZPysW7MWt975PgBAY3sn2jpFdtTOdhi2z4FpwhKTVDaVQd/5AQDAT998A+cHyHtdBcd5ofUVinmsFZlhi4UiWlpo8o3F4le0aNpGhR1KDtDLsWtgRSKRilBu24CxLKtC9nJLF7JejmVVRHvZCAaD8jzuDpLP52UCQ865DPtramqSBtJSMV9yP/czs58BADS1NOGXPvFxAMA9990t5a1vf+sf8OMXyc+qUChWRKjs20cTyZtvvolbbyPKtKgXpXRU0R6XkXO5QoxX04eHg8sijC889zx+54u/CQBQQkVs3kU0cV1LBMGwkBx1YFJMXqMjk1AN+v6xR34Nn/rY5wAApgH8xTf+OwDge9/9jjRE5+ZmpYbd1tp6lW5AkZFZ7BLD5vKwLI6VqyhZmKVZWLWSDJI7brkNkyJB5tj0JF59nd7zM898H8l6mqQakn6YBvW7tatvwqMf+SQA4OKFkygL6WTV6i14+BGq7dXbsx3QxEbBMq+JH5ZcChhkAVCFW5gSk+no2T6onNoQbagDExOl5aqd5fNp2LCBwl9bWprx1ltU1+7MmTMy8jKdzkBR7LBYSKno4MGDuPnmPfK3S2+/MKjAasrpjDFMTVHf+9EPfoSpcVoA1q/bgAc+TFLprXv3oqxTP3jqmX148imKwpvo68MaIY/PDF3Evqeeona2tiDeQD4xpuud0DUrIzHtf515i8tsz4sRBWxvFaYw1DWSL9vYRDNGjlMqjbi/GVt7ybdn9/bNiDeQjMw0BVNT1B9LmSkooIW+kMkgI+pw5XPTsECSTVEJIC3SJJRKeZgqXcvQgojV0zPwKyp0cX+rbtqD/mO0Vs2cP4nRIy8DAOo6e+CP0TkXO7IuXiC/1X3P/wQvHaL1aS6blTLW+MgMZgfJECozS86Vll6Gz847CEAvCn+Yn74LqDR/6KaJsl2DjBuIxEh2Ng2OadEvTN2AyFwAQzcAsbZEE1E09IjzzOSQV6kNidIwOo3l+Z3Z/jKAXZvOiXS0P7sTDLojp7LZrFzbGGPSP8feHAIkUdnHrFmzRqZ6sSxLRngdPHhQzq+JREJeN51OS6LB7/dXJDmsBU/S8uDBgwcPHjzc8FgSZeBmOewyENFIFLtuIbZn/ZatOH+SKt+eO3UK+16geH1FYWgSTMWu3TejuY0oTOYPAKLOUF0ogt1iN7xp2zbMpWiHnJ6ZxAlRL+f42dM4coLqxzTUN+Fukbdn3boNaBC7BHcCpMWwPrquS8dgt/w0NzcnZaZkMikZEHcJBnc0FuA4KxuGMW8CPTdLY1/X7SBdLpelJdve3o6kSKN+JZivJlU102LD5CaMMt1Lsj6Jj3yMamDtvX0vXthHybG+8/jjePNNKjmRmstgYoLo/q9/4xvYsIl2zpF4eN4onWtbNkLsmsFhb0wVRcELIgrwd7/0RUCl573rrk2o6yBmLhkNy/w5QxPjuNBHEYTxSCN+8wu/DwB49MFPSOnIYhz/7g++DAC47dZb0NdHzMD42ATOnSXH5s0bN16dO+KMkpC47g5YfPkGuz6UYXD45G99GBF0fD6dRYOPJOjSVAZF0d/rejuw9RZi7B64/2Po6iZJqL19Ddato6ShiWQCDU3Etpq8AMgorfnZuysCd56AzfCkRgZw5BWKOBvpP4+GII3joKaAC+dqpjhOuRxMKoD1jfW49967AQA7d+6Q0ZCHDx/GhQFKtprOZCTL0d/fj0Oi3MoHPnB/RYTXwm1njgM/c7MojjxQLBXxN8JN4Ol/+ids20Zy4e99+ffR2dstTqNgWNQOuzB0Eb4g9eG0UUbfOLEPHS2dOCDKbew+ehx3vI8CC4wyr2J97Wei2ERBBTPNOYe6hJXC3kUzALG4kJkaGxBOEKvT0VqPaIzGWUOcQwvRfJcvFQCRbPDCwAA4EeyYmpyCGhCJFTNzyIgyBzzWjGCY5I2cPoGprJDyNrcjnBA1nBiT7YnV16Olneo49p16A6NnjwEAVoyPoFUwPIvBkaNncOoUje9jx8/g1CmSQ3W9iLzIU5VPF8E4rW3BZBOYyPWTSMRREKxOMVdAWLDOzPXkfJqGqIgC5JqCgGAwLMtColOoLOEwSiK/0OC7B1ESyTKN7Bx4idbRRCyC3AixnlPDc3ic07O9d9F3SohEIrJvmqYp2ZX5Imo55xXuGm62xXZ3mJqaqkhUaK+FkUhE/jafz+PoUcrjdObMGTQ0UP9Zv369lLXGxsakslJXVyfXy/kYnuVpJIw5UhfnMhokHEli6y7yXVi/YztGRFHRkyeO47ho+Hj/IFZ3k/7dvnqVjAILRqNgIotkOBJEOEIT6IrWFnR3kZ/PinffwT+KcM0DB17H9DTRew899JAsotnQ0FCR1GghDA0Nyc9u48Ln88lESuVyuUKictfxsI0cNyVNERfsku91XZcyWblclp9LpZI8f11dnQxFt69/5ahcEOcLQ3WyW3PYdewMU4cpikc2NjXilz/5ywCAu+95H14U8taTTz6Jw4fp/UbCYSdKBMzJEneZNdmdTVMukFewWNq3YVo6NJWM1td+8jr+5HfJaPHPDuP9D1C0TnBtUobIWiUL58+R0dJ3YhC7NpMh/2uf/U3s2eFENtiLhcIZYiJtw55dtyARo0m2vb29whC+GuCunIK0aNvv0MJiiHhFTKZ+y0kSyTSGTiF1ldJZxEWm823bd6OpmeSBe+9/P7ZupzEdiTWhJGShREMLGhto8TCsMgwu/AOYQfV84LyHqw0mw/MVFMRGYej425g+S30wm5pBVKU5YG7oIoaOi9pYG7eBifpZXFFc5TqdCbqpqRG3305pM3p7e9F/nqJo3j12DMeP02ZrdnYWL7/8EwDAmjWrF13Al2DCEuOJudLIK4oi55Jv/o9v4rnnaGOxaesW/LbIVt7W2YWcKJbpDwQxOkoGed/Z49i0iZL9ne07gpFZMoTW7dyLrg0UoXbo2Gls3U59XtU0uRFhrjHKwWX2YZKxXIuYtXhJS/6Gc4REKob29lZMC78nc+IiLgj5EYgiKELLZ2bG0XecJI/83DQSIsIrFATCMVGbiTPks9TXAkE/8gU7tK0OqzbvAAD0btgCn9hIc7giqlQF/oDIjJ6aQSwjCh6LemOLxd9/5ymoon5dmQeQnaT3MD7Sj/bWRtE2H6ZFpHFjxyYkmskXpbG1BTkxVAr5PLgh1hXosFT6rPg0aCJ0XPEFofntIqcmSmLN8IdjmOmnZ2UefR4tZAugMVmHiVky0sszg4hw+u30pIEhnlvSfdqIx+NyzbPXLGpP5QB3r5E23JmW3euiaZoVtbHs87rdSnw+nyQa3JHPR44ckQaSYRgyTD4SieDee8mcs31/quFJWh48ePDgwYOHGx7LYng4uOM4yRmUCqc3sub8ih89XeQM2tO1BnfeeR8AoP/8abz+CjEDrxw5iC4R9VEfj6NFSF0relaiTThWKloAIZGO+tbb7sJuQa9fvDCIY8dox5VOp6VlGA6HJcVsS1KXw+DgoNzdZbNZtApZLRwOSws0n8/LxEvpdFpatolEQqbKBiCv67ZGdV2XNF6xWJQWqzsaS1VVyeo0NzdLSetqRTAxd0WVy9SqcvK5MdisAWMOf2CZjid+a9sK/Mqv/msAwAcf+IB09Fy1ajXqROkQw1UVvRrzSX4Vu4YlOudWQ1M0nOoneeJP/uj3sOUYfX60pRHTY0Q99+3qgF6k9/bGu2cxcIZ2nh/+hY/j13/1t+hem7srIvNq3dPQ0DA6OojxsBNK2vdzdWQdJ9kgnVimrJMvaDFXYdxhFbiiYkUHSSQKA3pMYipira1IJqlfNze1wBTOjrrOwUQ0kGHqTh0mpgCK3Wet6xCZ5ciwpqiTlU/PoUGUXRhXGAqCCZmdnMTMqz8BAARicbSIeYW75i3GIRlNDkd27u7ukpGR69avQ2cnzU8vvvgiLlygXGL79u1DT08PnX8R8w2H4wDMuTNn5PN5fP3r3wAAPPvsszL/yKcf+yy6u4iFK5dMMCYcsC0VE8KZeeDCeazbSLnQ4vEkZqaE1DU2hlt+gZyc16zfgqJONxkEI4kU1bFYFixZZsJJzmlxC6qy9FxD1PfpmvFYBIEwsT396TSmz1PE1uxMGCtXECsyPTyMwhSNy6a6uGQci2DQgqKmYDQOoc4iN5vDxVFRW2zjBmy/hZi5QDAEmfaLw5VXycCUiHIbm02Di3w+qyen0bnouwP2vbAfzR1UL8wf9qFcpHOuW9UukzuWigZefoMc4TOzYzIB48jIMFSfGCumBcteK8q6TITIVQUl8QwtroCLyLmyXkBRsEZlhWHqAjE8YZRw865dAIDGpjakRWLDg++8jVCc1JEC06BVlkVcNKLRqFyTstlshWJhv2u/3y/Hjc/nk58VRakp+bolJ03TarJDbkZI0zS5dk5NTUmGR1VVub4GAgHsEs9hPoZnWQaPAlZ7dmUAE3VChJu/+J4hEiYKcPPmm9CzkvwAZqemMCsygV7s78eJM7Ronr84goazpIuGEwkkhX9OPJZAWJynra0Dvb00eeXzBUxPkw/J9773XRw/Ttrsn/3Zny/qfmz5wbIsGV3T3NwsH/DY2Jj83u0jFAqFKl6UTa2Zpil9ctyJCt0e7pqmyQis+vp6qUNWZ0K+GnDMF4F5z39ptIb7s8IYFNGRLctCQST0amhsQFMzRUW4NV7mPk/VpWoVMK0Anz+67HLgcAyM7NwcvvktStoWDk3h4WaidzeNjOIiBVbg8GwXDp2kyBArH8SXf+M/AQA+/MEPIRwSUXemAVWp7adht7+rq0tKkO4ovfm05KXCkkIOhLEjFmvAMWBcD5zBbVA6x1ju7zlDuWzr8c476V25Xj77UtnR0hiDk9SZqRX8sKxvdR1IY27T4uAIR2khDEXjyIpGJGMRmWwuOzeHwhyNxZ/u+yFuf5BSL9R3rwS3NNFmVtHT3KG2dlba9vY2vP/9vwiAIrPsaJP+/vN4+21a2G4VaTsuB1NXYInrqqoqo1C++c1v4JlnngEABAJBfPCDFE6+bdtNKBWFhOfy/7NMhqyo8zU7OymjmCLhqMwGMT41ivPDZFjcdtOt0BgZZIauVxrPdts4l/2DuTqNZS2vwCZJ1HZ7TVwULg5Hzp7BwedeoHst5HHvZloPWv0cnc3kmxFW/OAiHLugG/CJZ4ZgBKaQJVOFIpJiDt19614EpCsDr4ggtYdgsWzi6BmSKA+dGUKHmJd7hoawVWRvVnwLL4mZfBF8ljbYxbEMohG6bmd3J8RwgmGZ2L2Z1qdX3rqIMbFp8IeC8Nu1rrglJS1umM4YUhUpOVqmCdOw/UfLTkHVYhblCXq367raEEmIKDNfCC0xWs82rWnFyX7qX4lIEn7UTkuwEILBoPSfKZVKklyIx+PS2MjlctLIMQxDjiF3kkC3UeSGaZpyjXT70bpRvVbZ86u78Gg4HF7Q59WTtDx48ODBgwcPNzyW57TsxnyG/3xShsURFc5o0a4YOrvIkW3rzl3I2h7u2QxmZ2nHMjY+hguiXoeiqlDETjsYDKK+wXESzYjfjowMywRhi0F9fb30+A6Hw9J6dbMxjDG5e/f5fNJiDYVCklqzLEs6Xpmmk3/ELWn4fD5pgba0tEhWp5oFuB6J+JYDTjQAgMo2GoYho/aYwiopbfu3rvNc0/tzpRU58NbLODdEEX6rt3XCLFIrpoIahjqJkdp/8BTamihJ2Rd++0u4bSvlV7EMS1LJ7DJROPa91NXVVXy/pMidRYCc3+1rOt9XRME5r6diWDq10CqfvWW536fzK9N00rUzV36NCsaNu9/p9Uke6cDpVapGVHuytQMTx6lUBNeLCIvIFlM3oIsK3OMnT+CocKK99SMfhT9J7IDJFWg1ZFX3O7QsCxFRR2zv3ltlHp5z587h4sWLi255seCwnprGMDMlakRpUfT2UHRjT08P7rydXABMi8G0HBbAFPIMUzhKIpJSNyzk8rTzb2ltwdkzQnIwi5icElE6MxMod3SJ+3P1IVYpZcs8PBVCOMcyyFZ5LYDyHrWLBIMXLq5A7wYac9bkFC6IckRlXkTTtnXidwk0d5IsYaoKUiI32VSmAJ+o7abEfNi5fjvdd0szYDuDVwgQHIpovBoI4K4PPAQASIQiaOqg9WPbLbdAJrVZBOrqk0hliTkpzE0gTN0CDclGxCI0p8daWmHo1O/eOtIHpUQKgYIouM9m+DTJnHGfUyuPcwOKHQDDODTxvcEsmW8nEFShi/M0tLUjXk/y3+reXuRztCZNp/OITxID09YaQ3Oj436xGNgsSjgclo75pmliyxaKGrzrrrtkIsHTp09Lt4/JyUk5dgqFQkWgjhv2uldRd0xRaibt1XW9Yjy6c9vZyYJXrly5YKDPlRs8SwRT2Lwyhl1TJRiLoWkFJSpctWYdDDskwcIjHgAADUlJREFU3NJhiCiRTDYrjaLJyXG0riDfmy9/+csVPjQLIRQKISXCHP1+v8wK6fa9iUQi8kG6syin02l5Lbf2CDiTpfu3kUhEJkmqfnnXesGo9czd37mNrnmLCLr+dknyQPVSiYoxVxzMZX2Haslby5tkGWMoiozBPz3xCnxhYWyuaMXR+8nI+cnFIVxM0fu6b/f78cmHPwsA6OjucYrYMchsqpcG8F5/VPo28ZrP1Q2LuQ0Uxwp0t5+LcwFV+xPXe7u8Q46jV/4snoviejPhxhUI1xPtrg5fhK7TJKj5woAIA/YrOkZPkd/fydebsPFOiujQonXgrlpvlf3TlibdSQItOX7Xr1+P3t7eRbe5WDQc3yfoqK+jeeszn/oCBgcpuiaRSMKn0VyYK5bBmTjeJTsyFRgVGet1w8LkFC2o7Z2tYBptyAoFHePCx6V/aARb14lEqoGw9LVk4E7UnstfxEk0CPm35YHO7dMYdoiaZm1tKxD86KMAgIF9z+PgV78CAAhNZ5F7m7Rmq7Eek0URntzRgrSfrq8oQfiFH1NDUzM6V9KzZy7Dbb6+qDEVu/dSaP7um3aDacIQ8vukr9FiEA0oGB6myCxeSGO2ICIFhy5i82YyBjLpNIaGyBDmlg5uiAS1DIBJfYf5NOk8xmHBsmhdMU3TSXGiG4Bpu00Y4EKWCmgqNBHqPjk9ibopWmPWr16N4WFKNaGqKh76EPXx7Tu2o7e7tl/LQnBnUY7H41Le4pxL39O6ujrp0pHJZOQ6Nzk5KRMJZjIZeYyqqtL/NRKJyPHkrmrAGJNGVC6Xk2SEOzWM3++X63F9ff2Ca78naXnw4MGDBw8ebnhcd4YHmF/SkI71HNJc13x+aD67dhSHveOKxevQ2tIuvnXKBrg9uxeD+vp6mYtnYmJCeqO7nW/d7I3bIdUNVVXlb2OxWIX16k61XWtH/rOSsOaNjprv+Hl+W/37pSQVnPfeGVsuiw5F7BZisXqYeXpX09MpnM3R7iIU6sAvffgTAID773kAPiGLcN2C4hMOq9erCNQS4EhLqGDXKp69+NftnFxJ37i/v+QKrk/uPC1wPrv+LmXMeWIYrhWkGsOdYLVwwwrUCcmmcaQPw2PEeOQsBZoYfwWrDMWknXb/oTehiFT+G+64B2p4IbrfcYR1sz2WxZeUc0kvm7JaOQMx3gC9x64uiszinKMoWCmLmYBiP2dF1mUzdAPDw4OiZTomJ4ntWbN2HfxBkQvGH0ZBJH1JpYoYmySpo7ctLBMMMsbBLFs+gcy3UzmesWxJS45vy0RMOBX7u3vgz5FE1XeuDy0i+WWbyuEfp5qL+ngKE0PkmhB85BdREvLWnOlDfYDcApo6ViEgAgvA3PN+ZR+3A8z8YOC2w7AScvr1Evvv5z/zcTz7wssAgAOvvoz0nJAlfT5MTxOjFo/HJCMxNTkOE7PiWhoU6Z3snn8tcO7kdJNrj2m5bseUbJyiKJIpVFkjouLZnu8fQDhMKsW63i58+rOfAQDUJWJYqshuP89yuSxdMTRNk/19ZmZGKgOaplUkzLVRX1+P1aspylBV1QolwT7e5/PJNbVYLFZIyjZ7UyqVJNvDGJMskztwSNO0irW2Fn4mBs98cJHK8wwwRlwuqBMrFa136Ptavg7zIZFIyAc2NDQk61ipqlqRSNCm0NzJ8fx+v3zA0WhUymGBQKCm3njNMs9eBVRMcFepjW6fn/nAGKtpQIJXRhotBT6FBuSD9/wy/CB6v1jKoqmefAhu23UPVvauvrQtPqcHLicq5drDkZDmlx3FQrxsc7HG+VzjyZEfHWPj0jDA6wc5OYZCSLSRwRCJJxBO0WIzW7RQFpKA4gdMCHk8O4sLb1MW4lh9C3pvuhmAI2M6uHQRpWdQyzttYVgWZPZvDiZ9MjisCjreXdCTixVbYUz+tqQbSKdT4lhD+j+ahoqObsru3djagjFRK62olzA0TgZEZ1OL47fDmDSimGvlr5bZl61oyd87yUsCKkN6kmopDZ1+F9wiqc1SVdjPk5tAIUf31N3RiT0f+yUAQK6gI9lAMmCyuRUQPp1VInnNNjC4nusiChvPh1t2b8XQRfIrfet1EzlhvBUKOUxPU/vz+SwGh8ggTaVmpK+ZqqhQRR9TVEUaAApj0jCjDbx4DqqTANLihpQijbIFXfSX1Nw0DF24WaRmERF+RIMXLuCiqEkZ37hO9m1FXTh9QjXslBvpdFqube6IZbfBY5qm9KtJJBIVPjy21KXrulxrNU2TyYLdxo+iKBWGjf2swuGwdBOxLKumETUfPEnLgwcPHjx48HDD4+eK4ZFYlvHtbDeXsjmvpsfcUVpu69WOzHInUgoEAhV5BWrVpar13z9PqCmxAZKZqZZL7ErL1XfkUNcOt1CxQ4SbHVh4V8yJ4lkexC54Vftq/NpjvyeuacLnC4jPTnLI+RIJ/rzBAmRSOAYXr1BFolUmlFsqy+NybK4ZoONiNlwyxzw96NqDMZm7RFOAUDMxeL5IA/wKMRvBgIK5Iu1+Nd2EYsuXKgM3STZKTY3LXaU6L8NTPaaX22hFOkgz5rwvi1vScbaiP1quYxjk/eplQ0bfKQpQLBHdn8lksaKdnsPJU0cxNkhMhFEqIOqn3fWatnYkRI0rVXHdYYUK6riEc8YB23F6EUuGm9G2z2EyJpM7qgDGRwcAACPTI4gJyS4NCyXbQZczlBhdK9zQgg4RjcVNC1ywOpw5uamubkzk5REO+rB+TQ8A4GOPPoKBiyLKrFyqiNbcs4ci+e67715ERWmMYDAIv1/kpfH5oYr1Q60qR2QnS7QsDsuyA2NM6bRcLpeRThFDMjMzIxmPxsYGxGMkP61evQbNIpJZZQrYPLnEFgJjTK5z0Wi0ogaWu36ku4K5LUXF4/EKpcTOT2dHNwPEythyVTgcltXZY7GYlM9CoVBNxaW6pNNC+Pk0eK4j3JNLJBKRoeKLQfXC/fO6cLo7RbXfTs3v6Y+XPadVRXkvj+Cf3/i5kifphNlyaFJaVCuuVSsB1s8zLDDI6HJ3P5vvQV1Jlmrm/r0rRR1nFd2Cc8f4qYhku27jwKkLxsGdKM/6RumjwsuOkQPdguanFBRNvd2o7yQJrH3DRun3da1hmpZczChJo71J0uAeTfI5W9yxRBiT76WQy2FG1BL0QYNl0AJyYegUAlGKRkxND0Hj9P35k2/gicdpcVq/ag02r6doIkW3YBfQMpkjhXJASmlMURBQFj9eKsa0vYjDLVFzFIWpora3IXuBMkOXUmnE7CqlBuBvpwisFVt2whJihOFKdfGzUlI7u7vRKTJhP/zIIzIBa7lcllFImubUYtQ0FZotobGr1WonY3epVEZepCWweBmJOBld9gYPsI0o+rxYNc9+j+7IKc65/ByLxeT9umtMBgIB+duWlhZ5DOBsNFtaWiqyMduJB921tBhj8pzumlz2b+y22edUFMWTtDx48ODBgwcPHhY02692mYOfN8znSHw52WU+6ernFdURVAvm3OF8wR379bj3pUR7VcDOK+Li6N2S2s/Mw/YKYRMq17r19NhrPfvFvY/L5Vy6+rBZJgt+QX8n2jqgitpLvJCHLgIdmlo6sHYLVQxftW0z/ILuD8QS120sl8ruGmSuGnfMLeG6v2eSJaH+TGO3UCoilaaIJnAVlsifMzExiqCQB/RyBlw4aTPFwoU+Kodx7vwZrF9Djs0om2Cmc36b4TG5BS7mCVVTocBhShdCRZCG61fMzvGjmFixgaq7P/T7f4CT3/tnAMBrP/whhkRutaZEE3Z/lByV6zZulkURFFWBU9aLV7Bi1xOWXQFcVRAV5U2ASM1jOedOTiwXq+4OCKhkVSt+jdqO887YCgZDCAZDruuJRIW6IWVExpRlP6upqSmcPHkSADkV2yqIrusVyQNtWdgwjArHZncUo91m9xrEGJMMT319vXRgDgaDFTl57PNXJyq0WZ3FRGgvaPC8Vxb1q40b7b5rhaC7jb1L/G1cx84XZVadDA/27+Z5dvMZz7XCqheS1C4P4fNQlRCPV/z1vQd2HW9gIWPzcuPDec9X+BqXCCZkl/iKdoQbKYuyGjZRlySfgE27bkXvWsrw649FYMhMddcverKkO9E14tLi39ryuHsSZ4oCv+jFhVIJhWJOHK2AiancNHSURHSTUSohJNIAB0wLhRz5T8xMj0u/EFhA2V68XZKWCS5tG84Zysusw2RDsSAHoGExhBqoKGv8tlY0dlEtrfq7bsd0P/nDdK7oQs+dVAzUqK9DQCziJMfYc417prqeXjyo8HF0R5kuNM+Kv9D31TUpa3bB2gdUZkyvTJsi+466fAHHHRqv67qUnxKJREVtLHdouW3kuEPFAVRIUe422791G0TuulruSGlVVSukK3c73ed0FxutBU/S8uDBgwcPHjzc8GDLlg08ePDgwYMHDx7eI/AYHg8ePHjw4MHDDQ/P4PHgwYMHDx483PDwDB4PHjx48ODBww0Pz+Dx4MGDBw8ePNzw8AweDx48ePDgwcMND8/g8eDBgwcPHjzc8Pj/AeUT/tmvHsjkAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x576 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def showSortedImg(sort_index, data):\n",
    "    img_num_show = 10\n",
    "    for i in range(img_num_show):\n",
    "        plt.subplot(1, img_num_show, i+1)\n",
    "        plt.axis('off')\n",
    "        img = data[sort_index[i]].reshape(32,32,3).astype('uint8')\n",
    "        plt.imshow(img)\n",
    "    plt.show()\n",
    "    \n",
    "# axis=1 means column, “-” means ASC, white bar, otherwise DSC, black bar\n",
    "showSortedImg(np.argsort(dists.sum(axis=1)), X_test)\n",
    "showSortedImg(np.argsort(-dists.sum(axis=1)), X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then try the \"X_train\" data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "showSortedImg(np.argsort(dists.sum(axis=0)), X_train)\n",
    "showSortedImg(np.argsort(-dists.sum(axis=0)), X_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 1** \n",
    "\n",
    "Notice the structured patterns in the distance matrix, where some rows or columns are visible brighter. (Note that with the default color scheme black indicates low distances while white indicates high distances.)\n",
    "\n",
    "- What in the data is the cause behind the distinctly bright rows?\n",
    "- What causes the columns?\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$ \n",
    "\n",
    "- *As you can see in the previous step, the background of those images which is similar to many other images is black. Because there are many other images have a deep color on its margin, while the white part of those images are rarely seen in other images, which will cause a large difference, so will generate the whilte bar*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- *The reason is the same.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Now implement the function predict_labels and run the code below:\n",
    "# We use k = 1 (which is Nearest Neighbor).\n",
    "y_test_pred = classifier.predict_labels(dists, k=1)\n",
    "# Compute and print the fraction of correctly predicted examples\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should expect to see approximately `27%` accuracy. Now lets try out a larger `k`, say `k = 5`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 145 / 500 correct => accuracy: 0.290000\n"
     ]
    }
   ],
   "source": [
    "y_test_pred = classifier.predict_labels(dists, k=6)\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You should expect to see a slightly better performance than with `k = 1`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 2**\n",
    "\n",
    "We can also use other distance metrics such as L1 distance.\n",
    "For pixel values $p_{ij}^{(k)}$ at location $(i,j)$ of some image $I_k$, \n",
    "\n",
    "the mean $\\mu$ across all pixels over all images is $$\\mu=\\frac{1}{nhw}\\sum_{k=1}^n\\sum_{i=1}^{h}\\sum_{j=1}^{w}p_{ij}^{(k)}$$\n",
    "And the pixel-wise mean $\\mu_{ij}$ across all images is \n",
    "$$\\mu_{ij}=\\frac{1}{n}\\sum_{k=1}^np_{ij}^{(k)}.$$\n",
    "The general standard deviation $\\sigma$ and pixel-wise standard deviation $\\sigma_{ij}$ is defined similarly.\n",
    "\n",
    "Which of the following preprocessing steps will not change the performance of a Nearest Neighbor classifier that uses L1 distance? Select all that apply.\n",
    "1. Subtracting the mean $\\mu$ ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu$.)\n",
    "2. Subtracting the per pixel mean $\\mu_{ij}$  ($\\tilde{p}_{ij}^{(k)}=p_{ij}^{(k)}-\\mu_{ij}$.)\n",
    "3. Subtracting the mean $\\mu$ and dividing by the standard deviation $\\sigma$.\n",
    "4. Subtracting the pixel-wise mean $\\mu_{ij}$ and dividing by the pixel-wise standard deviation $\\sigma_{ij}$.\n",
    "5. Rotating the coordinate axes of the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$\n",
    "\n",
    "`1,3,5` will not change the performance.\n",
    "\n",
    "$\\color{blue}{\\textit Your Explanation:}$\n",
    "\n",
    "For `1` and `3`, both of them is substract a const value to all images, which will not cause any different.\n",
    "\n",
    "For `5`, rotate the coordinate will not effect.\n",
    "\n",
    "But for `2`, the whiter image will be much blacker, and the blacker one will be slighter blacker, which will cause them have the same mean. Intuitively, it will increase the performance.\n",
    "\n",
    "For `4`, the sharper the image, the darker it will be. It doesn't make any sense! Intitively, it will decreas the performance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "One loop difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "# Now lets speed up distance matrix computation by using partial vectorization\n",
    "# with one loop. Implement the function compute_distances_one_loop and run the\n",
    "# code below:\n",
    "\n",
    "dists_one = classifier.compute_distances_one_loop(X_test)\n",
    "\n",
    "# To ensure that our vectorized implementation is correct, we make sure that it\n",
    "# agrees with the naive implementation. There are many ways to decide whether\n",
    "# two matrices are similar; one of the simplest is the Frobenius norm. In case\n",
    "# you haven't seen it before, the Frobenius norm of two matrices is the square\n",
    "# root of the squared sum of differences of all elements; in other words, reshape\n",
    "# the matrices into vectors and compute the Euclidean distance between them.\n",
    "difference = np.linalg.norm(dists - dists_one, ord='fro')\n",
    "print('One loop difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "    print('Good! The distance matrices are the same')\n",
    "else:\n",
    "    print('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true,
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(500, 5000)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now implement the fully vectorized version inside compute_distances_no_loops\n",
    "# and run the code\n",
    "dists_two = classifier.compute_distances_no_loops(X_test)\n",
    "dists_two.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No loop difference was: 0.000000\n",
      "Good! The distance matrices are the same\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# check that the distance matrix agrees with the one we computed before:\n",
    "difference = np.linalg.norm(dists - dists_two, ord='fro')\n",
    "print('No loop difference was: %f' % (difference, ))\n",
    "if difference < 0.001:\n",
    "    print('Good! The distance matrices are the same')\n",
    "else:\n",
    "    print('Uh-oh! The distance matrices are different')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "no_loop",
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Two loop version took 67.581433 seconds\n",
      "One loop version took 47.005914 seconds\n",
      "No loop version took 0.384279 seconds\n"
     ]
    }
   ],
   "source": [
    "# Let's compare how fast the implementations are\n",
    "def time_function(f, *args):\n",
    "    \"\"\"\n",
    "    Call a function f with args and return the time (in seconds) that it took to execute.\n",
    "    \"\"\"\n",
    "    import time\n",
    "    tic = time.time()\n",
    "    f(*args)\n",
    "    toc = time.time()\n",
    "    return toc - tic\n",
    "\n",
    "two_loop_time = time_function(classifier.compute_distances_two_loops, X_test)\n",
    "print('Two loop version took %f seconds' % two_loop_time)\n",
    "\n",
    "one_loop_time = time_function(classifier.compute_distances_one_loop, X_test)\n",
    "print('One loop version took %f seconds' % one_loop_time)\n",
    "\n",
    "no_loop_time = time_function(classifier.compute_distances_no_loops, X_test)\n",
    "print('No loop version took %f seconds' % no_loop_time)\n",
    "\n",
    "# You should see significantly faster performance with the fully vectorized implementation!\n",
    "\n",
    "# NOTE: depending on what machine you're using, \n",
    "# you might not see a speedup when you go from two loops to one loop, \n",
    "# and might even see a slow-down."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Cross-validation\n",
    "\n",
    "We have implemented the k-Nearest Neighbor classifier but we set the value k = 5 arbitrarily. We will now determine the best value of this hyperparameter with cross-validation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k = 1, accuracy = 0.263000\n",
      "k = 1, accuracy = 0.257000\n",
      "k = 1, accuracy = 0.264000\n",
      "k = 1, accuracy = 0.278000\n",
      "k = 1, accuracy = 0.266000\n",
      "k = 3, accuracy = 0.257000\n",
      "k = 3, accuracy = 0.263000\n",
      "k = 3, accuracy = 0.273000\n",
      "k = 3, accuracy = 0.282000\n",
      "k = 3, accuracy = 0.270000\n",
      "k = 5, accuracy = 0.265000\n",
      "k = 5, accuracy = 0.275000\n",
      "k = 5, accuracy = 0.295000\n",
      "k = 5, accuracy = 0.298000\n",
      "k = 5, accuracy = 0.284000\n",
      "k = 8, accuracy = 0.272000\n",
      "k = 8, accuracy = 0.295000\n",
      "k = 8, accuracy = 0.284000\n",
      "k = 8, accuracy = 0.298000\n",
      "k = 8, accuracy = 0.290000\n",
      "k = 10, accuracy = 0.272000\n",
      "k = 10, accuracy = 0.303000\n",
      "k = 10, accuracy = 0.289000\n",
      "k = 10, accuracy = 0.292000\n",
      "k = 10, accuracy = 0.285000\n",
      "k = 12, accuracy = 0.271000\n",
      "k = 12, accuracy = 0.305000\n",
      "k = 12, accuracy = 0.285000\n",
      "k = 12, accuracy = 0.289000\n",
      "k = 12, accuracy = 0.281000\n",
      "k = 15, accuracy = 0.260000\n",
      "k = 15, accuracy = 0.302000\n",
      "k = 15, accuracy = 0.292000\n",
      "k = 15, accuracy = 0.292000\n",
      "k = 15, accuracy = 0.285000\n",
      "k = 20, accuracy = 0.268000\n",
      "k = 20, accuracy = 0.293000\n",
      "k = 20, accuracy = 0.291000\n",
      "k = 20, accuracy = 0.287000\n",
      "k = 20, accuracy = 0.286000\n",
      "k = 50, accuracy = 0.273000\n",
      "k = 50, accuracy = 0.291000\n",
      "k = 50, accuracy = 0.274000\n",
      "k = 50, accuracy = 0.267000\n",
      "k = 50, accuracy = 0.273000\n",
      "k = 100, accuracy = 0.261000\n",
      "k = 100, accuracy = 0.272000\n",
      "k = 100, accuracy = 0.267000\n",
      "k = 100, accuracy = 0.260000\n",
      "k = 100, accuracy = 0.267000\n"
     ]
    }
   ],
   "source": [
    "num_folds = 5\n",
    "k_choices = [1, 3, 5, 8, 10, 12, 15, 20, 50, 100]\n",
    "\n",
    "X_train_folds = []\n",
    "y_train_folds = []\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Split up the training data into folds. After splitting, X_train_folds and    #\n",
    "# y_train_folds should each be lists of length num_folds, where                #\n",
    "# y_train_folds[i] is the label vector for the points in X_train_folds[i].     #\n",
    "# Hint: Look up the numpy array_split function.                                #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# pass\n",
    "X_train_folds = np.array_split(X_train, num_folds)\n",
    "y_train_folds = np.array_split(y_train, num_folds)\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# A dictionary holding the accuracies for different values of k that we find\n",
    "# when running cross-validation. After running cross-validation,\n",
    "# k_to_accuracies[k] should be a list of length num_folds giving the different\n",
    "# accuracy values that we found when using that value of k.\n",
    "k_to_accuracies = {}\n",
    "\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Perform k-fold cross validation to find the best value of k. For each        #\n",
    "# possible value of k, run the k-nearest-neighbor algorithm num_folds times,   #\n",
    "# where in each case you use all but one of the folds as training data and the #\n",
    "# last fold as a validation set. Store the accuracies for all fold and all     #\n",
    "# values of k in the k_to_accuracies dictionary.                               #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "def trainAccuracy(X_train, y_train, X_test, y_test, k=1):\n",
    "    classifier = KNearestNeighbor()\n",
    "    classifier.train(X_train, y_train)\n",
    "    dists = classifier.compute_distances_no_loops(X_test)\n",
    "    y_test_pred = classifier.predict_labels(dists, k)\n",
    "    num_correct = np.sum(y_test_pred == y_test)\n",
    "    num_test = len(y_test)\n",
    "    accuracy = float(num_correct) / num_test\n",
    "    return accuracy\n",
    "\n",
    "def shrinkItem(X_train_folds, i):\n",
    "    shrinked = []\n",
    "    for j in range(len(X_train_folds)):\n",
    "        if j != i:\n",
    "            shrinked.extend(X_train_folds[j])\n",
    "    return np.array(shrinked)\n",
    "    \n",
    "# print(shrinkItem(X_train_folds, i).shape)\n",
    "\n",
    "for k in k_choices:\n",
    "    accuracys = []\n",
    "    for i in range(num_folds):\n",
    "        accuracy = trainAccuracy(shrinkItem(X_train_folds, i), shrinkItem(y_train_folds, i), X_train_folds[i], y_train_folds[i], k)\n",
    "        accuracys.append(accuracy)\n",
    "    k_to_accuracies[k] = accuracys\n",
    "\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# Print out the computed accuracies\n",
    "for k in sorted(k_to_accuracies):\n",
    "    for accuracy in k_to_accuracies[k]:\n",
    "        print('k = %d, accuracy = %f' % (k, accuracy))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": [
     "pdf-ignore-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the raw observations\n",
    "for k in k_choices:\n",
    "    accuracies = k_to_accuracies[k]\n",
    "    plt.scatter([k] * len(accuracies), accuracies)\n",
    "\n",
    "# plot the trend line with error bars that correspond to standard deviation\n",
    "accuracies_mean = np.array([np.mean(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "accuracies_std = np.array([np.std(v) for k,v in sorted(k_to_accuracies.items())])\n",
    "plt.errorbar(k_choices, accuracies_mean, yerr=accuracies_std)\n",
    "plt.title('Cross-validation on k')\n",
    "plt.xlabel('k')\n",
    "plt.ylabel('Cross-validation accuracy')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "id": "cross_validation"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Got 137 / 500 correct => accuracy: 0.274000\n"
     ]
    }
   ],
   "source": [
    "# Based on the cross-validation results above, choose the best value for k,   \n",
    "# retrain the classifier using all the training data, and test it on the test\n",
    "# data. You should be able to get above 28% accuracy on the test data.\n",
    "best_k = 1\n",
    "\n",
    "classifier = KNearestNeighbor()\n",
    "classifier.train(X_train, y_train)\n",
    "y_test_pred = classifier.predict(X_test, k=best_k)\n",
    "\n",
    "# Compute and display the accuracy\n",
    "num_correct = np.sum(y_test_pred == y_test)\n",
    "accuracy = float(num_correct) / num_test\n",
    "print('Got %d / %d correct => accuracy: %f' % (num_correct, num_test, accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "**Inline Question 3**\n",
    "\n",
    "Which of the following statements about $k$-Nearest Neighbor ($k$-NN) are true in a classification setting, and for all $k$? Select all that apply.\n",
    "1. The decision boundary of the k-NN classifier is linear.\n",
    "2. The training error of a 1-NN will always be lower than that of 5-NN.\n",
    "3. The test error of a 1-NN will always be lower than that of a 5-NN.\n",
    "4. The time needed to classify a test example with the k-NN classifier grows with the size of the training set.\n",
    "5. None of the above.\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$\n",
    "`1`, `4`\n",
    "\n",
    "$\\color{blue}{\\textit Your Explanation:}$\n",
    "\n",
    "`1`: every segment is locally linear\n",
    "\n",
    "`2,3`: it depends\n",
    "\n",
    "`4`: sure\n"
   ]
  }
 ],
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